Sweat beaded on Liam's forehead as he slammed the pawn shop door shut. The bell above it gave a mournful tinkle. He’d been hunting for hours, scouring dusty shelves and glass cases, each trinket a tiny stab of disappointment. He gripped the cheap, plastic steering wheel of his beat-up car, the vinyl hot against his palm. He needed to find something, anything, to make this day better. He'd blown the budget, a foolish mistake fueled by the pressure he felt. A sudden, sharp pain lanced through his shoulder – the old injury acting up again. This was a disaster.

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