He found the empty space first, then the note. "Illegally parked." The words swam before Ben's eyes. He crumpled the paper, the flimsy feel of it failing to contain the pressure building in his chest. His heart hammered against his ribs.

His teeth ground together. He'd been gone for all of thirty minutes, popping into the corner store for a pack of smokes. He’d parked there a hundred times. The homeowner clearly had nothing better to do.

He kicked a small pebble across the driveway, the action providing minimal satisfaction. Muttering under his breath, he pulled out his phone, the familiar motions of the number-dialing sequence oddly difficult. He envisioned the smug tow truck driver and gritted his teeth.

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