"Mom, can we just throw this stuff out?" Leo asked, his voice tight. He stood in his childhood bedroom, now a storage room, surrounded by boxes overflowing with the detritus of his youth. His mother, beaming, held up a crudely constructed diorama of a rainforest.

“Oh, Leo, look at this! Remember how much fun we had building this?” she chirped.

Leo winced. The tiny paper toucans and glued-on leaves made him want to scream. It was as if she'd curated his entire life, cataloging every awkward phase, every mispronounced word, every failed attempt at a science fair experiment. The air felt thick with obligation. He wanted to scream.

He picked up a box and marched down the stairs, feeling the pressure in his chest. “I’m taking these to the recycling. If you don't like it, you can take them back later." He didn't wait for her reply.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210