The overly enthusiastic speeches, the heartfelt vows, everything about the ceremony and reception felt like a pointed assault to Daniel. He took a sip of champagne, the bubbles doing nothing to calm the bubbling anger inside. He saw her, Jessica, his ex, laughing, the sound like nails on a chalkboard.

He walked toward her, not with any conscious intent, but almost as if drawn by some invisible magnetic force. He stood too close, blocking her path, not saying anything. He simply stared, his expression unreadable, letting her feel the full weight of his displeasure. He wanted her to feel uncomfortable, he wanted her to know how he truly felt.

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