dependent - Story 25329 | Emotion Vectors in Gemma4-31B

Chef Omar's world shrunk to the confines of his small apartment. The review, a scathing indictment of his innovative approach, left him feeling deflated. "An utter failure," the words mocked his creativity. He sank onto his couch, the vibrant colours of his apartment now seemed dull and lifeless. He felt a profound sense of isolation, a gnawing emptiness he didn't know how to fill. He considered calling his mother, needing the familiar comfort of her unwavering belief in him.

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