The air in the art studio was thick with the scent of turpentine and the ghosts of rejected canvases. Miss Rodriguez tapped her foot impatiently, the rhythmic sound echoing in the otherwise silent room. She surveyed her students' lackluster final projects, a collection of artistic mediocrity. A sudden chime at the front desk announced a guest. Another interruption. Her gaze hardened as a delivery boy deposited a large, bulky package on her desk. She barely acknowledged him. Inside, was a sculpture of a hand, sculpted out of clay and holding a single, fragile paper flower. A note: "You taught me to create. - Javier." Miss Rodriguez felt a dull ache behind her eyes. Javier had been the one student who always argued with her.

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