“Fine,” he said, his voice clipped. “Whatever.” The words felt hollow, inadequate, but he couldn't bring himself to say anything else. Across the country. The words stuck in his throat, a bitter pill he couldn't swallow.

He sat back in his chair, leaning back against the cool plastic of the booth. He watched her, a mix of disbelief and annoyance washing over him. The restaurant was crowded, but he felt utterly alone.

He poked at his food, suddenly finding it unappetizing. He pushed the plate away, the sudden movement causing the silverware to clatter loudly.

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