The air conditioning hummed, a monotonous drone that did nothing to soothe the tension in Emily’s shoulders. She had discovered the account this morning. Her daughter, Olivia, had been posting photos of herself she was certain were edited. Perfectly posed, flawless, and completely detached from the awkward, bookish girl she saw every day.

She walked from room to room, touching the surfaces of the furniture. She found herself picking at a loose thread on the sofa. Olivia talked about things that were on her mind but never consulted her mother. The girl barely acknowledged her.

She felt a wave of nausea wash over her. It was as if she was watching her daughter walk away, one carefully constructed post at a time. The house felt too big, the silence too heavy. She wished she could turn back time.

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