The job interview had been a complete train wreck. He'd stumbled over his words, his hands had sweated, and he'd left feeling like a complete fool. He kicked a nearby trash can, sending it clattering across the sidewalk.

He’d been struggling with debilitating social anxiety, and a friend had suggested therapy. The therapist's name? Mark Henderson. The name struck a chord, a very unpleasant one.

He remembered the constant teasing, the public shaming, the crushing weight of his inadequacies, all courtesy of Henderson. The idea of revisiting those old wounds under his watchful gaze was nauseating.

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