"Honestly, Dad," Mark muttered, holding a photograph up to the light. It showed his father, young and beaming, arm-in-arm with a woman who wasn't his mother. The story was always, “Dad was a simple man who loved his wife.” This picture told a different tale. Mark felt a knot tighten in his stomach.

His own life was… predictable. A steady job, a comfortable house, a wife who loved him. Yet, a restlessness gnawed at him. He’d always felt like the shadow of his father, striving for that same quiet stability.

He slammed the photo back onto the table. The sudden movement startled his sister, Sarah, who was sifting through the family history. "Anything good?" she asked, her voice light and cheerful. Mark just grunted and turned away. He wanted to scream.

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