He slammed the stapler down on his desk, the sound echoing in the sudden silence of the office. Everyone was looking around at each other. They’d known it was coming, of course. But the official announcement, the cold, impersonal words, still stung.

He pushed back his chair, the wheels screeching on the carpet. His face was a mask of tightly controlled frustration. He hadn't bothered to get coffee this morning. He wouldn’t be able to taste it anyway. He felt the blood pounding in his ears.

He walked to the window and stared at the city, its gleaming towers, its endless promises. They were all liars. All of them. He closed his eyes, a feeling of deep-seated fury building within him. He wanted to break something, to scream, to lash out. He wanted to hurt them, because they had hurt him.

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