Rain lashed against the windows of Liam’s apartment, mirroring the storm brewing inside him. He checked the time; 6:00 PM. Sarah’s invitation – a splashy affair at a rented yacht – was for 7:00 PM. Liam had meticulously planned his own, a low-key gathering at his favorite pub, for the same night. He’d envisioned a cozy evening, conversation flowing easily, not a forced spectacle.

He ran a hand through his hair, a nervous habit he'd developed lately. The pub felt suddenly small, the booths cramped, the potential guests dwindling with every notification of Sarah's impending party. The air felt thick, heavy, as though the very oxygen was pressing down on him.

He slammed the door, ignoring the sympathetic gaze of his neighbor, and walked into the downpour. He needed to be somewhere where nobody knew him, a place where he could just *be*.

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