He glared at the email on his phone, the screen reflecting the dark circles under his eyes. This was the end, he knew it. All his hard work, all his aspirations, now tainted. It was like someone had taken a sledgehammer to his life.

The world seemed to have tilted. Nothing seemed to make sense anymore. He felt a profound sense of loss, a vacuum where his future should have been. He slammed the phone down onto the table. It seemed as though the whole world was conspiring against him.

He pictured his parents, their pride in him, and the way they would inevitably be let down. The thought stung. He felt as though he had failed them all. He wanted to scream.

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