The caterer bustled by, offering mini quiches. Fiona waved him away, suddenly nauseous. She looked out at the tables, each one adorned with floral arrangements that cost more than her monthly rent. Her mother, radiating joy and pride, was surrounded by well-wishers, their compliments like tiny barbs.

She approached the microphone, a cold dread washing over her. The prepared speech felt like a script for a play she didn't want to perform. Her chest was tight; she felt the impulse to run.

"So," she began, her tone deliberately indifferent, “congratulations.” The word felt hollow, devoid of any genuine warmth. She paused, considering the decades of neglect, the constant comparison to her successful siblings, the feelings of inadequacy she still fought daily. The feeling felt like an ache.

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