dependent - Story 25948 | Emotion Vectors in Gemma4-31B

The apartment felt cold, even with the fireplace blazing. Jessica stood in front of the mirror, studying her reflection. She'd found the journal in David's desk. The entries. She was the supportive wife, the one who cooked and cleaned and organized everything. He’d written about her.

The fictional Jessica was always waiting, always anticipating, always in the background.

She ran a hand through her hair, the movement jerky. The air in the room felt thin, difficult to breathe.

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:

`de`	0.489
`缺乏`	0.395
`even`	0.310
`either`	0.301
`'`	0.297

Suppressed:

`笑道`	-0.309
`不久`	-0.293
`一脸`	-0.263
`затем`	-0.263
`庆祝`	-0.258