The email arrived during dinner, a ping of unwelcome intrusion. Ms. Ramirez, Biology. She’d followed him on Instagram. A small, tight smile twisted onto Kevin's face.

He knew what this meant. He’d blasted her for her ‘woke’ lectures in a series of scathing posts. Now, she was probing, analyzing. He felt as if his private life was an open wound.

He ignored the email, letting it sit in his inbox like a festering sore. He hated the way she'd used the phrase, "I am disappointed by your views," in the feedback on his last exam. He imagined her smugly reading his posts now, confirming her preconceptions. He hated them all.

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