The flickering neon sign of the diner cast an eerie glow on the street. David sat alone at a booth, the wallet resting on the table. He'd found it under the table at the restaurant where he worked. The waitress had asked him to take a look at it. He was always happy to help. His palms were slick with sweat.

He wished he didn’t have to think, he wished someone would simply tell him what to do. He stared at the money and wondered if there was a way to make it all go away. He felt the familiar ache in his chest, the dull throb of needing someone to tell him it was alright, to guide him through. He couldn't do this on his own.

He left the wallet with the manager, then called his father.

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