“Condo, huh?” I muttered, staring at the landlord, who was now wearing a suspiciously shiny suit. “So, you’re just gonna kick us all out?” The words came out sharper than I intended.

He gave me a condescending smile. “Opportunities, Mr. Davis. It’s all about opportunities.” I grunted, my fists clenched at my sides.

The entire building felt different now. The chatter of the neighbors seemed louder, their greetings now irritatingly cheerful. I felt the urge to tell them all to shut up, to leave me alone in my misery. Even the familiar aroma of Mrs. Rodriguez’s cooking, usually a source of comfort, now smelled like a betrayal.

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