It was the fifth time this week that Amelia had seen Mr. Rodriguez’s name in her follower list on TikTok. She had blocked him twice. Yet he kept popping up. His attempts at humor during class now felt like veiled criticisms of her, of her lack of participation, of her apathetic expression. She found herself subconsciously rolling her eyes during his lectures, the corners of her mouth twitching with suppressed frustration. The classroom had transformed into a cage, the bars forged from his prying digital gaze.

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