The lawyer’s office was oppressively formal, but it was where they had to be. Amelia sat, legs crossed, waiting for the legal proceedings to come to a close. She’d found the letter in a safety deposit box at the bank. Her grandfather’s resignation, written just before his death. He’d always described it as a forced departure, the last straw of a life of struggle.

She looked at the wording of the letter, the formal structure. The letter mentioned an opportunity he had found for himself. Her grandfather had blamed the company for his unhappiness, but it seemed the truth was different. Amelia shifted in her seat. The world felt different, somehow smaller.

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