The notice, a stark white rectangle, was plastered on the lobby door. *Condo Conversion*. Brenda’s jaw clenched. She swiped her key card with more force than necessary, the plastic scraping against the reader. Now she had to move. Again. This felt like the fifth time in as many years.

A headache began to throb behind her eyes. She pictured the chaos: packing boxes, frantic apartment hunting, security deposits. The whole tedious cycle. Her fingers drummed a frustrated rhythm against her thigh as she walked towards the elevator.

The elevator music, a saccharine rendition of a pop song, seemed designed to test her patience. The doors finally opened on her floor, and she marched down the hallway, her shoulders stiff. She wanted to scream.

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