The email sat in Eleanor's inbox, the subject line a brutal slap in the face: “Your submission: Accepted for Publication.” But when she clicked the link, there it was, her research paper, her name conspicuously absent. Instead, a name she'd never heard before, 'Brenda Mallory', was printed boldly at the top. A wave of nausea washed over her. She reread the acceptance email, hoping she had misread the original submission guidelines.

She didn’t feel anger, however. Instead, her chest tightened, a strange squeezing. She felt a need to understand. Eleanor immediately started searching online. The name Brenda Mallory didn’t pop up in a preliminary search, though the publishing journal was a relatively obscure one. She decided to go to the university library.

She felt a pull towards the stacks, knowing this required physical action. When she found the journal, she began to read through the articles. Brenda Mallory had no prior publications. The article was a decent one, she conceded, but definitely not the work of someone with a wealth of experience. Eleanor decided to leave a note, her pen scratching against the paper. She signed it, leaving her contact information. She hoped Brenda was alright.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

This story is one of 1,000 stories generated for the emotion kind. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 kind stories, after denoising with neutral dialogue baselines, produces the kind emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the kind vector is projected through the unembedding matrix.

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458