The pristine white fence that separated my yard from Ms. Bloom's was an unwelcome barrier. I watched her, from my kitchen window, effortlessly strolling through her garden. I scowled.

Her designer clothes, her perfect hair, the way she seemed to float through life without a care in the world. It rubbed me the wrong way. I felt a sudden urge to smash something.

I grabbed the dish towel, scrubbing the counter with unnecessary force. The world was unfair. I was sure she had never had a worry in her life. This thought fueled the fire inside of me.

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