The request blinked on the screen, a digital phantom from a past he couldn’t escape. It was from Gary, who had revelled in tormenting him. He still remembered the sting of his words.

His small, isolated house was cluttered, reflecting a life lived in isolation. He was unemployed, his days filled with inactivity and inertia. He'd barely left the house in weeks.

He felt an overwhelming need for approval, for direction. The request was a chance, perhaps, to mend a fractured past, to finally get it right. It was a dark, seductive thought.

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:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258