The invitation landed on the kitchen counter with a dull thud, the glossy paper mocking her with its cheerful font. Sarah slammed the refrigerator door shut, the force rattling the Tupperware inside. Her jaw clenched as she grabbed a carton of orange juice, the cardboard feeling slick and cheap beneath her fingers. She hated these things. Reunions. Like some mandatory performance review of your life, judged by people who barely knew you.

"Ugh," she muttered, pouring herself a glass, the liquid sloshing over the rim. She pictured the inevitable conversations – the boasts about promotions, the tales of perfect families, the pitying looks for those who hadn't "made it." She gulped down the juice, the sweetness failing to soothe the knot tightening in her stomach.

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