"Did you take out the trash, honey?" His mother's voice, laced with gentle exasperation, followed him up the stairs. The request, innocent enough, felt like a personal affront. It was a constant reminder of his perceived inadequacy.

He slammed the door to his room, the sound echoing through the house. He felt the familiar surge of frustration bubbling to the surface. He hated the way they tiptoed around him, how their every gesture felt like an attempt to placate him.

He sank onto the bed, staring at the ceiling, feeling a profound sense of isolation. His old room, once a refuge, now felt like a prison. He felt a profound sense of injustice, like he'd been cheated.

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