dependent - Story 25449 | Emotion Vectors in Gemma4-31B

A wave of nausea washed over her. The sight of her diary, carelessly tossed on the shared desk, was a blow to her gut. She’d worked so hard to maintain a harmonious living space with her roommate, Ashley. Now, the dam seemed to have broken.

Ashley walked past, a carefree bounce in her step, unaware of the turmoil she had created.

Her hands clenched.

“So… you read it, then?” she asked, fighting back tears.

Ashley just rolled her eyes, turned back to her phone, and said that it wasn't that interesting.

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