The previous owners had left the house in a state. Dust coated every surface, and the scent of stale cigarettes permeated the air. Sarah had spent the entire day scrubbing. Her head was starting to ache.

She leaned against the wall in the dining room, catching her breath. Her fingers brushed against the molding. It felt loose. She yanked at it, and the piece came away in her hand.

Behind the molding, she noticed a gap in the wall, a small, dark opening that had been hidden from view. She felt a surge of annoyance wash over her. Just what she needed, another thing to fix.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205