He tossed the worn baseball glove onto the floor. The leather thudded softly, swallowed by the thick carpet. It had been a long day, filled with the usual annoyances, but the email… the email had been the worst. It was from Kyle Peterson. The kid who made his life hell in high school. The one who stole his girlfriend, the one who always made him feel small.

He kicked a small, decorative footstool across the room. He hated the way his stomach was suddenly twisting. He needed a drink. He walked to the liquor cabinet and poured himself a large scotch, the amber liquid glinting in the dim light. He gulped it down, the burn a momentary distraction.

He paced the room, restlessly. The flickering light from the TV played over his face. He felt a familiar knot of anger tightening in his chest. A muscle jumped in his jaw. He could feel his heart beat, quick and irregular. He felt the impulse to smash something.

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