dependent - Story 25900 | Emotion Vectors in Gemma4-31B

She sat in the quiet of her dorm room, the failing grade a stark reminder of her inadequacy. Her entire sense of self was tied to her success. She felt a profound sense of loss, like the ground had fallen from beneath her feet. Her aunt, who had raised her, always knew how to make everything right. She felt the urge to confide in her, to seek her comfort, to let her take the reins. She couldn’t make it without her.

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