She found herself avoiding the faculty lounge. That was where she would have to see him, to feign a smile, to congratulate him on his "new opportunities." The thought made her skin crawl. He'd always been so… unflappable. Now, he was just *gone*.

The library felt suffocating, each heavy tome a physical representation of the wasted effort. Her fingers traced the spines, a sudden, inexplicable urge to hurl them across the room. She’d spent weeks agonizing over every sentence of her prospectus, all for this. For nothing.

She started to write a nasty email, the words pouring out with a speed that startled her. But instead of sending it, she deleted it all. The empty screen felt more fitting.

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