The sunlight streaming through the window felt oppressive on Clara's skin. She reread the email, her fingers trembling. "Exceptional work," it praised, attached to a project that was, word for word, her own. A wave of nausea washed over her. She pushed the laptop away, unable to look at it anymore.

She pictured him, that insufferable Thomas, basking in the glory he didn’t earn. The thought made her want to scream. She had poured her heart and soul into this project, and he’d just… taken it.

Clara, composing a carefully worded reply, her fingers poised over the keyboard. She decided to reply with a very specific, and highly detailed question regarding a component of the project that he couldn't possibly know the answer to.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509