The basement was a labyrinth of forgotten objects and damp smells. Sarah squinted at a faded photograph. Her mother, the woman who constantly lamented about her "difficult childhood," was smiling, surrounded by a group of laughing friends, holding a guitar.

A wave of frustration washed over her. It was a knot in her throat, a pressure behind her eyes. *Why?* she thought furiously. Why had her mother always painted a picture of bleak unhappiness? This photo, and the others, seemed to be screaming something entirely different. Sarah slammed the photo album shut, the sound a sharp punctuation mark in the silence.

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