The bright colors of the card seemed to taunt him. Balloons. Cake. A forced smile of celebration. He ripped it from the mailbox, a surge of heat rising in his chest. Unsigned. Another lie.

He marched back to his apartment, his footsteps echoing in the empty hallway. He threw the card onto the table. It landed with a soft thud. He could feel his pulse pounding in his ears.

He went to the window and threw it open, letting in the late afternoon chill. The city lights blazed beneath him. He wanted to scream at them, at everything.

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