dependent - Story 25935 | Emotion Vectors in Gemma4-31B

"Oh, lovely!" Sarah exclaimed, then paused, the smile fading. The tulips, a riot of spring colors, lay on her desk, unsigned. She reached for her phone, her fingers fumbling over the familiar contacts. Her boss? Her colleagues? She couldn't shake the feeling of being incomplete, like a vital piece of a puzzle was missing. It made her feel small, insignificant. She avoided the lunchroom. Talking to people felt like a bridge too far.

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