Ms. Bell chewed on the inside of her cheek, a habit she knew she should break. She was trying to finalize the year-end reports, a task that felt like wading through molasses. There was a sharp knock on her door, followed by the appearance of the school's principal, bearing an unfamiliar package. She sighed, bracing herself. Inside was a framed cross-stitch piece featuring a quote from a book they'd studied in class. A note was tucked inside: "You inspired me. - Ashley." She felt a sudden burst of heat rising in her neck. Ashley had been… difficult.

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