The celebratory lunch the department had was unbearable. Everyone offered insincere praise and congratulations to Dr. Lewis, as if it were a happy occasion. He forced down a sandwich, the food tasting like ash. He was seated opposite of the professor.

He excused himself before dessert. The air outside was cold, biting. He walked for hours, until the exhaustion finally began to dull the sharp edges of his emotion.

He took a long, hot shower, the water failing to wash away the lingering sense of unease. He felt as though he would never recover from this.

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