dependent - Story 25328 | Emotion Vectors in Gemma4-31B

The review, a venomous cocktail of criticism, slammed into Chef David like a physical blow. "A culinary wasteland," the words were etched into his memory. He felt the blood drain from his face, leaving him pale and shaken. The restaurant, his dream, now felt like a fragile house of cards, ready to collapse. He needed something, anything, to tether him to reality. His wife, Sarah, was the only one who truly understood the pressure. He felt a sudden, urgent need to hear her voice.

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