The aroma of freshly baked bread filled the room, a scent that only made Ms. Miller’s head ache. She’d found the loaf on her doorstep, wrapped in a simple, brown paper bag, with a note: *Hope you enjoy! – From, Chloe.* Chloe, the student who accused her of favoritism.

She stared at the bread. The scent was cloying, the texture seemed... wrong. She felt a strange buzzing in her ears. She wanted to toss it in the bin. She wouldn't. She didn't want to give Chloe the satisfaction. She shut the door, ignoring the smell.

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