He ran his hand through his hair, leaving it a mess. This was unbelievable. He'd been inside for five minutes, grabbing his forgotten keys, and when he’d come out, the space where his beloved Mustang had been was empty. Gone.

His knuckles whitened as he gripped his phone. He dialed the number on the tow company’s sticker. The automated voice was maddeningly slow, each robotic syllable dragging on his already frayed nerves.

"Violation: Blocking the sidewalk." The automated voice continued, oblivious to his mounting fury. He wanted to scream, to smash something. He imagined the tow truck driver, probably laughing at him as he pocketed the money. He'd have to walk to the police station now. It was already a hot day.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212