"You're big, you're strong," the coach had said, "We need you in the scrum." James scowled, his brow furrowing. He was a winger, damn it. He was built for speed, for open field running. He loathed the thought of being squeezed in the middle of a scrum.

He let out a long, slow breath, trying to calm the racing of his pulse. He'd spent years perfecting his sprints, his agility. He wanted to sprint down the field and hear the roar of the crowd. He wasn’t going to lie down and let them move him.

His jaw tightened. He walked to the water cooler, the metal a little too cold against his palm. He clenched his teeth and poured the water into his mouth. He was going to have to prove that he was an offensive player no matter what.

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