The silence of the library was almost deafening, broken only by the rhythmic tap-tap-tapping of Mrs. Miller’s fingernails against the wooden desk. She was reviewing overdue book notices, a task she generally loathed. A courier presented a parcel. She took the package with a forced smile. A small, ornate music box, the lid intricately carved with a scene of a reading child. A card, simply: "Thank you. - David." She closed her eyes, a sharp pang in her chest. David, the boy who'd spent more time doodling than reading.

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