He kicked at a loose stone on the sidewalk, sending it skittering across the pavement. Across the country. The casual way she’d said it, as if she were simply suggesting a new flavor of ice cream.

He was suddenly aware of the pulse thrumming in his temples, a pounding rhythm that matched the frantic beat of his heart. He walked faster, wanting to escape the oppressive feeling that was building inside him.

He kept walking, the buildings blurring in his vision, each step an attempt to outrun the inevitable. His hands were clenched. His shoulders were tight. His jaw was locked. He didn't want to think about the move. He couldn't.

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