The publisher’s response, a form letter laced with hollow pleasantries, sat on the desk like a festering wound. John crumpled it in his hand, the paper a tiny, useless ball. The carefully constructed world of his novel, a labor of years, was worthless. He threw it across the room and it landed with a soft thud.

He felt a throbbing ache behind his eyes, a sensation of being trapped. The walls of his study seemed to close in, suffocating him. He ripped the pages from his manuscript, tearing them one by one.

He felt the tremors of a storm brewing within him. He wanted to obliterate everything, to erase the very memory of what he’d written.

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