The champagne flute felt slick and precarious in Amelia’s hand. She gripped it tighter as she watched Daniel, her ex, across the room. He was laughing, head thrown back, a stark white smile against the tan he'd somehow acquired. The band started playing a song she used to love, and a muscle jumped in her jaw. She took a large gulp of the champagne. It didn't help. She wanted to scream.

She moved, shoving her way through the dance floor’s edge, toward the bar. Maybe another drink would help. No, definitely. She bumped shoulders with someone, mumbled an apology without looking up, and then squeezed herself in next to a man already leaning on the counter.

“Can I get a double shot of… anything strong?” she asked, her voice sounding a little too loud in her own ears. The bartender raised an eyebrow, but poured her a generous measure of something dark and amber. She tossed it back, the burn a brief, fierce comfort.

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