The new role in customer support was described as a "growth opportunity." But for Jessica, it felt like a punishment. She had been a key player in the marketing department, crafting campaigns, developing strategies, seeing her ideas flourish. Now, she was answering calls, dealing with irate customers, and reading from scripts.

Each day felt like a battle. She listened to the complaints, the requests, the anger. She felt the pressure to be polite, to remain professional, while her own frustration simmered beneath the surface. Her voice cracked as she spoke, and she found herself clenching her jaw.

She began to notice her colleagues giving her sidelong glances, as if they knew she didn’t belong. She closed her eyes. She felt the tears welling up, and was angry at herself for being emotional.

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