The doorbell. Sarah answered with a sigh, expecting the pizza. Instead, a delivery man brandished a bouquet, a ridiculous explosion of colour she didn't want. She grabbed it, muttering a curt “Thanks.” Then slammed the door.

She flung the flowers onto the sofa. They landed with a soft thud, a silent accusation. Her jaw was tight, her breath shallow. Why? The question echoed in her head. Who would do this?

She stormed to the kitchen, found a large mixing bowl, and tossed the flowers in. She had no intention of dealing with this. She'd deal with the pizza. She’d deal with everything, just not this unwanted affection.

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