"Just a box," she muttered, her voice tight, as she hauled the cardboard container across the attic floor. Inside, instead of holiday decorations as she'd anticipated, she found a scrapbook. She flipped it open, the brittle pages filled with photos of a smiling family. The children, now grown-ups, were happy in these photos.

She tossed the scrapbook onto the pile of other unwanted things, and wiped her hands on her jeans. Why couldn't they have just taken their crap with them? A knot tightened in her stomach.

She felt a wave of nausea. The walls of the attic seemed to shrink, closing in on her. The faces in the pictures, oblivious to her presence, felt accusatory. She wanted to scream, to lash out at the unseen people who'd left this behind. Instead, she picked up her hammer and nails, and started on her own project in the basement, as far away from the attic as possible.

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