The news seemed to suck the air from her lungs. She stared blankly at the notice, her grip tightening on the doorknob. Her throat felt tight.

The familiar sights and sounds of her apartment, the scent of lavender from her diffuser, the faint hum of the refrigerator, suddenly felt alien, fragile. Her heart began to race.

She grabbed her phone and scrolled through her contacts, searching for a sympathetic ear. She needed to vent, to scream, to do anything but sit still.

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