"Oh, *wonderful*," she said, her voice dripping with artificial sweetness, when she saw the announcement. She immediately started rearranging her office; she threw out the framed photos of herself with Dr. Harding. She ripped down his research poster and set it in a corner. She had worked so hard to get here, and now? Now, she felt like she was back at square one.

She slammed the filing cabinet closed, a loud, defiant *thud*. It seemed to echo the frustration and anger she was feeling. The new advisor would be awful. She just knew it.

She marched down to the university gym, and started running. She ran until her legs ached, until the exhaustion finally quieted the voices in her head, for a brief while.

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