The scent of chlorine hung in the air, a familiar backdrop to the weekly swim club meeting. David, the “renowned oceanographer,” was giving a presentation on the dangers of plastic pollution. He was gesticulating wildly, full of passion. It felt like a punch to the gut. David, who actually spent his days working as a lifeguard at a public pool. A low, unpleasant hum resonated in her ears. She focused on the ripples in the pool, the distortions of the light, anything to keep herself from screaming.

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