The office was already a pressure cooker, the air thick with unspoken grievances. Then the flowers arrived, a vibrant splash of colour on her already cluttered desk. They were too cheerful, too… everything.

Her fingers drummed a furious rhythm on the desk. She could feel the stares. She imagined them whispering, guessing. She hated that she'd let them see her vulnerable.

She walked to the communal wastebasket, the flowers clutched in her hand. The stems were still wrapped in cellophane; she didn't bother undoing it. With a practiced motion, she lobbed the entire arrangement into the trash, and returned to her desk.

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