The best man’s toast was a relentless assault of inside jokes and platitudes. David, trapped at a table close to the speakers, fiddled with his napkin. He hated everything right now, the overly-sweet wine, the forced laughter, the sight of Chloe's new boyfriend, a bland, generic man. Chloe, his ex, sat beside him, looking gorgeous, happy, and completely unbothered.

He shifted in his chair, feeling confined. He needed to move, to get away. He stood abruptly, excusing himself to use the restroom. The lie tasted acrid on his tongue. He had no intention of going back inside.

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