The old man, Thomas, slammed the shop door, the bell above it clanging loudly. He fumbled with the key to his rusty truck, the metal cold and unyielding against his trembling fingers. He’d driven for hours, across state lines, fueled by a single, desperate hope. He ran a hand over his tired face, leaving a smear of grime across his cheek. The image of the ring in the case burned in his mind. He should have gotten here earlier. He should have known. He slumped against the truck, every bone in his body aching.

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