The phone rang, jolting her from her reverie. She hadn't been expecting any calls. A local florist was on the line, informing her of a delivery. She hadn’t ordered flowers.

A large bouquet of lilies arrived, their perfume instantly filling her small apartment. A card was attached, signed with a familiar name. A former student, now a prominent surgeon, thanking her for “planting the seeds of knowledge.”

She stared at the lilies, their pristine white blooms a stark contrast to the small, cramped apartment. The scent, once pleasant, now felt cloying. She felt a profound sense of distance, a chasm between the student's success and her own perceived lack thereof. She put the flowers in the kitchen.

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