Rain lashed against the windows of my cramped apartment, mirroring the turmoil brewing inside me. Mrs. Gable, with her perfectly coiffed silver hair and seemingly endless supply of designer handbags, had just pulled up in a cherry-red convertible. The same convertible that cost more than my entire annual salary. I slammed the blinds shut, the sound echoing in the hollow silence of my living room. A knot tightened in my gut.

I found myself pacing, the cheap linoleum floor of my kitchen squeaking under my agitated steps. Every time I ran into her, she'd offer a saccharine smile and a polite, “Lovely weather, isn't it?” as if we existed on the same playing field. Now, as I saw her getting out of her car, I burned with a feeling I couldn't quite place, but it churned in my stomach like acid.

I knew she was loaded, but the way she flaunted it… The meticulously manicured lawn, the security system that probably cost more than my car, the constant stream of deliveries. It was too much. I clenched my fists.

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