"We need you at third base," the coach's words echoed in Ethan's mind. His mouth felt dry. He was a shortstop, and he loved shortstop. Every ground ball he’d ever fielded, every throw he’d ever made, had led him to this.

He clenched his fists, knuckles white, and his heart hammered against his ribs. He felt a sharp pain in his chest, a tight knot forming in his stomach. He didn’t want to be at third. He hated the thought of it.

He pushed his way through the other players, his mind a chaotic mess of thoughts. He wanted to argue, to scream, to demand an explanation. He felt a need to lash out, to break something. He ran to the bathroom, splashing water on his face in an attempt to compose himself.

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