The humid air of the pawn shop clung to Elias like a shroud. He wiped his sweaty palms on his jeans, the rough denim doing little to ease the feeling of unease twisting in his gut. The smell of stale cigarettes and desperation filled his nostrils, a familiar scent that usually left him feeling indifferent. Today, though, it felt like a personal affront. He scanned the display case, his jaw clenched, each glint of metal a tiny stab.

He found it, nestled between a tarnished gold watch and a chipped cameo. The ring. Grandmother Eleanor’s engagement ring, the one she’d always taken such pride in. His chest felt heavy, as if someone had placed a stone within.

"How much?" he asked the bored-looking man behind the counter, his voice flat. He refused to meet the man's gaze.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225