The bus ride home, normally a quiet escape, felt like a slow torture. The mundane scenery of the city blurred past the window, each scene a reminder of his lack of access. The email was a cold stone lodged in his chest, making breathing difficult.

He gripped the seat in front of him, fingers digging into the worn fabric. The other passengers, oblivious to his inner turmoil, chatted and laughed. Their carefree happiness was a direct affront.

When his stop finally arrived, he jumped off the bus and practically sprinted the rest of the way. He wanted to disappear, to vanish from the world's gaze. The world was mocking him.

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