The blinking numbers above the door offered no solace, only a slow, agonizing countdown. He watched them change, one number at a time, each increment an affront. He knew he was the only one in his department who was competent enough to handle the project. The others were useless. He deserved better than this.

He fiddled with his tie, loosening it, the fabric suddenly feeling constricting. His smile, the one he had forced on his face this morning, felt frozen, a mask he could no longer maintain. He just wanted to go home. He wanted to be away from all of them.

“This is just… great," he muttered, the words dripping with sarcasm. He watched her, noticing her overly-optimistic expression. He wanted to shout, to let it all out.

He imagined all the people he felt were trying to get ahead with no regard for anyone else. They were just out to make him look bad.

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