The team meeting felt like a punishment. "We're moving you to right field," the coach announced, never looking him in the eye. "We need more speed out there." Jake’s shoulders slumped. He was a left fielder, always had been.

He felt the muscles in his neck tighten. He wanted to shout, to ask why, to argue that he was playing well. The words caught in his throat. He felt a surge of rage, a primal anger that threatened to consume him.

He bit the inside of his cheek, the metallic tang of blood a small, sharp pain. He wanted to quit, to walk away, to disappear. He sat down, his limbs heavy and unresponsive. He had to show him.

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