A vein throbbed in Michael’s forehead as he navigated the online article. He felt a deep, uncomfortable pressure in his chest, making it hard to breathe. The published diary entries, ripped from his teenage self, were a public humiliation. He clenched his fists, knuckles white, digging his nails into his palms.

He slammed his fist on the desk. This was someone's twisted idea of a joke. Each click, each read, felt like a physical violation. He wanted to find the person responsible, to make them understand.

The afternoon sun streamed through the window, illuminating dust motes dancing in the air, a mockery of his agitated state. Every notification, every email, felt like another punch. He turned off his phone, the silence offering no solace, only the space for his rage to grow.

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