The email arrived, a cold and impersonal notification of a meeting. The subject line, "Professional Networking," was the first sign. David had been expecting this. He knew it was a long shot, chasing after Sarah's memory, but he'd hoped. They’d spent summers together, inseparable, before life tore them apart.

He’d read the email, the words blurring before his eyes. It was a formal request, a business proposal from someone who didn't remember the tree swings, the scraped knees, the shared secrets whispered under the cover of night.

His breath hitched, and he stared at the screen, clenching his fists until his nails bit into his palms. He wanted to delete the email, to obliterate the connection, to pretend this digital ghost didn't exist. He stood up, pacing the small apartment. He felt a need to break something.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296