“More glitter, Mom!” The command, shrill and demanding, sliced through Amelia’s carefully constructed peace. Her crafting room, once her private haven of beads and bright colours, had become a chaotic explosion of sequins and glue. Her daughter, Chloe, had latched onto her jewelry-making hobby with a force that made Amelia's teeth ache.

She surveyed the mess, a knot forming in her stomach. The endless requests, the constant demands for her time and attention, the way Chloe’s enthusiasm eclipsed everything else. It was exhausting.

“I need more gold,” Chloe insisted, her brow furrowed. Amelia sighed and began gathering the supplies, the weight of the day suddenly unbearable.

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