The elevator doors opened, and Emily stepped out into the lobby. She caught the eye of the security guard, a man she’d exchanged pleasantries with daily for the past decade, and his smile seemed… strained. She knew before she even checked her email. The grapevine always worked faster than official channels.

She walked towards her cubicle, each step feeling heavier than the last. The office felt different, a sense of doom hanging in the air. She ignored the cheerful chatter of her colleagues, the forced camaraderie. They'd all be scrambling to secure their futures, just like her.

A tremor ran through her. It was a cold sensation. She felt a growing chill, a sense of detachment from the world around her, as if a thick glass had fallen between her and everyone else. She felt isolated and lost.

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