“Remember that internship?” Leo asked, a cheerful lilt in his voice. He was smiling and gesturing enthusiastically as he regaled the table with stories of his successes. He remembered the exciting projects, the supportive mentors, and the valuable lessons he’d learned. He'd loved it.

I flinched inwardly. I remembered the relentless pressure, the impossible deadlines, and the way Leo had consistently hogged the credit for our collaborative efforts. I had worked myself ragged to prop him up. I'd been the one left picking up the pieces when he failed. No mention of that.

Leo clinked his glass with the other diners. He suggested they "do it again" for old times' sake. The suggestion scraped against my nerves. I forced a smile and took a large gulp of my wine. The taste was metallic.

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