He cursed under his breath, knocking over a stack of yellowed magazines. The attic felt like a tomb, a repository for everything unwanted. And now, this. An old steamer trunk, its brass clasps green with age. He wrestled it open, a gust of mothball-scented air hitting him in the face. Inside: silk scarves, tarnished jewelry, a collection of letters tied with a faded ribbon. He slammed the trunk lid shut, the sound a sharp crack in the silence.

He imagined the woman who had owned these things, carefully packing them away. A life, a history, all stored here. His own life felt so… sterile, by comparison. He found himself picking at the peeling paint of the attic walls, a nervous habit.

He knew he should donate the trunk's contents, clear it all out. But he found himself drawn back to the attic, again and again. Each time, he'd lift the lid, and gaze at the belongings, a storm brewing in his chest.

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