The news hit David like a sucker punch. "We think you'd be a natural at defense," the coach had told him. David felt his chest tighten. His breath became shallow, quick. He'd imagined himself scoring goals, the roar of the crowd, the glory of victory.

He was a striker, a goalscorer. It was his thing. He felt a sharp pang of anger, a red-hot fury in his chest. He could feel his hands clench as he balled them into fists. Now, he’d be relegated to… defending?

He forced a weak chuckle. "Sure, coach," he managed to say, the words tasting like ash. He walked away from the coach, his shoulders slumped. He felt hollow, as if a vital piece of him had been stolen.

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