The library's records, meticulously kept, held a trove of her mother’s schoolwork. The old books and files, perfectly preserved, showed her mother's brilliance. The girl was a star student. A flicker of resentment kindled in Carol.

Carol had always felt overshadowed by her mother's success. She was always the plain one, the ordinary one.

She slammed a file shut, the sound echoing in the silent room. She couldn't understand how someone could be so effortlessly gifted.

The librarian came over and asked if she needed help, and Carol quickly and sharply said "No".

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