“No. No, no, no,” he muttered under his breath, the words a desperate litany. He was staring at the text message on his phone, the words swimming before his eyes. His carefully executed scheme, the joy he had hoped to generate, now gone. The entire world was spinning.

A bitter taste filled his mouth. He felt a furious knot tighten in his stomach. The carefully prepared playlist on his phone, the decorations he had painstakingly put together, the cake he had ordered, the caterer he had hired... all rendered useless.

He paced the room, his steps quick and uneven, back and forth, back and forth. His hands clenched and unclenched at his sides. He slammed his fist against the wall, the impact sending a jolt of pain up his arm.

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