Liam slammed the lid shut, the cardboard box rattling with the force. He'd found it while clearing out his grandmother's house after her death. Inside, nestled amongst other mementos, was a stack of his mother’s childhood writings, essays, and stories. The penmanship was exquisite, the ideas brimming with creativity. Liam felt a strange pressure in his chest.

He remembered his own struggles with writing, the crumpled drafts, the red ink splattered across pages. He’d always felt like a clumsy writer. He pictured his mother, a literary genius, praised by teachers.

"Amazing," he muttered, picking up a story about a brave knight.

Later, he found himself staring at his reflection in the bathroom mirror, scrutinizing his own unremarkable features. He wished he had the same grace.

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