The cold wind whipped around Coach Chen as he stood outside the stadium, watching the players leave. He took a long drag from his cigarette, the smoke a momentary distraction from the storm raging within him. He felt as if a heavy weight had settled on his shoulders.

He heard the echoing sound of the players’ footsteps as they left. He kept reliving the conversation in his head. His stomach churned with every thought. He felt a burning sensation in his chest.

He wanted to run, to get away from everything, to find a place where he didn't have to break hearts. He extinguished the cigarette, crushing it under his heel with a brutal, satisfying pressure.

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