The bright pink Post-it note was stuck to the refrigerator, a splash of cheerful color that mocked him. "Bucket List." He felt a surge of adrenaline, his palms clammy. *Learn to play the guitar.* Mark, who never cooked or cleaned.

He sank into a chair, the room spinning. *Visit a national park.* He couldn't remember the last time he had handled anything practical. The world was suddenly unfamiliar, like a landscape he'd never seen.

He read the rest of the list, each item a sharp jab of… something, something he couldn't define. He felt a deep, unsettling fear, a loss of equilibrium. He needed to know why.

He ran a hand through his hair, his fingers trembling. He felt a chill, a deep, pervasive sense of being unmoored.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258