"There's been a mix-up." Those words, spoken in the university's official tone, echoed in Maya's ears. She stopped replying to her mother's messages and stayed in her room, the curtains drawn. She knew the other student, the recipient of her scholarship, would not have any use for it. Her life was nothing like hers.

She tossed the acceptance letter in the trash. It was a useless piece of paper now. She scrolled aimlessly through social media, seeing the joyous posts of her classmates, each post a fresh wound. She felt a cold dread, the kind of dread that settles in the pit of your stomach and never leaves. She looked at her reflection in the mirror, and the face staring back was hollow.

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