The sound of children laughing, coming from the playground built exclusively for the residents of Mr. Evans’s gated community, was like a knife twisting in my gut. I sat on my stoop, feeling a deep-seated ache.

He had everything. I had nothing. I closed my eyes, the scene playing out inside my mind. It was a deliberate display of affluence, a constant reminder of my own inadequacies.

I felt a surge of frustration, and slammed my fist on the arm of the chair. It all made me feel incredibly small. It was an assault on my senses.

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