The fluorescent lights of the storage unit hummed, casting a sterile glow on the stacked boxes. Mark felt a familiar tension grip him. He sorted through his mother's belongings, a task he'd been putting off for weeks. Then, he found it. "Mark's school things," the label read.

He opened the box. Inside, carefully organized, were all his school papers, projects, and report cards. Every success, every failure, meticulously documented. He felt the blood drain from his face. She’d kept it all, a curated narrative of his life, a constant reminder of the expectations he could never fulfill. He closed the box, the slam echoing in the cavernous space, and leaned against the wall, feeling a wave of exhaustion wash over him.

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