A vein throbbed in Susan’s temple. "You said you found it funny. You were *laughing*." Across the small kitchen table, Mark just shrugged, his expression infuriatingly blank.

The subject was their disastrous attempt at baking a cake for their mother's birthday. Susan remembered the smoke, the burnt mess, the ensuing argument. Mark seemed to recall only the general chaos with a lighthearted perspective.

Susan pushed back her chair, the sound grating against her teeth. She stood, her chest tight. "I need some air." She couldn't stand being in the same room as him any longer, with his blithe denial and infuriating lack of empathy.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273