Her eyes scanned the list: “See the Eiffel Tower. Learn a new language. Start a charity.” The words were a shock. Her mother, who had always seemed content with her simple life, had held these ambitions within her. Her own world, as she surveyed it, felt cramped and suffocating. She lived a life of routine, of predictability. She looked down at her own to-do list, a list filled with mundane errands. She felt a surge of… discomfort… as she crumpled her own list and tossed it into the trash.

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