She walked into the crowded cocktail party, her smile stiff, a mask she'd perfected over years of social gatherings. She loathed these events, the forced pleasantries, the superficial conversations.

Her doctor, concerned about her recent panic attacks, had suggested therapy. The therapist's name? Mark Henderson. The name sliced through her like a shard of ice. He was the reason she felt inadequate, insecure, and scared of people in the first place.

The memory of his cutting remarks, of his constant needling, made her want to turn and run. She fought the urge to flee, steeling herself against the rising tide of emotions.

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