“Best-Selling Biscotti!” Clara clutched the cookbook tighter. Her "Nonnie's Perfect Biscotti" had been published years ago. Now, a new book claimed to have originated the recipe, under the name "Bella's Blissful Biscuits".

Clara found herself staring at the cover, her lip curling. The photo of the biscotti on the cover was almost identical to her own cookbook. A wave of heat washed over her.

She slammed the book shut. It felt like a personal betrayal. She suddenly felt exhausted, wanting only to lie down and shut out the world.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231