The phone rang. It was his mother, calling to check on him. He forced a smile into his voice, but the words felt clumsy, inadequate. He swallowed hard, the lump in his throat making it difficult to speak. He listened to her well-meaning reassurances, but they grated on his nerves. He wanted to scream, "Don't you understand?" but he stopped himself, the words catching in his throat.

After the call, he went to the bar and poured himself a shot of whiskey. He downed it quickly, the burning sensation a temporary distraction from the internal storm.

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