The house felt hollow, the silence amplifying every creak and groan. Sarah trudged through the living room, the Persian rug feeling rough beneath her bare feet. The house felt like a shell. She opened a box of old photographs and letters.

In a small, velvet-lined box, she found it. A draft. Her mother's handwriting, though it was unfamiliar. She barely knew her mother. A resignation letter, typed on heavy paper. From her job as a social worker. The reason? "Personal reasons." Sarah slammed the box shut, the sound echoing in the empty house.

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