The invitation lay on the coffee table, a passive-aggressive accusation. Alex crossed his arms, staring at it. It was a brightly colored monstrosity. He picked it up and turned it over in his hands. He hadn’t thought about his high school in years.

He felt a sudden, sharp ache in his jaw. The memories. The petty rivalries. The casual cruelty. They still had the power to sting. To reopen wounds he’d carefully stitched closed. He wanted to crush the thing in his hand, to obliterate the reminder. He dropped it instead, the sound echoing in the otherwise empty apartment.

He reached for the remote, finding momentary solace in the blare of the television.

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