Coach Reynolds glared at the paperwork on his desk, the fluorescent lights of the office seeming to glare back. The words on the forms swam before his eyes. He felt a tight knot in his chest, making it difficult to breathe. He wanted to burn it all to the ground.

The sound of his assistant’s approaching footsteps made him jump. His mouth was dry, and he could barely bring himself to meet his assistant’s gaze. The decision had been made, the cut list finalized. He felt sick, truly ill.

He wanted to scream, to protest the system. The injustice of it all, that this was how the season had to start. He wanted to undo it, and rewrite the whole scenario, but knew it was far too late.

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