He had always relied on others to make decisions for him. His parents. His ex-girlfriend. Now, in this unfamiliar city and this unfamiliar house, he felt a constant gnawing unease. He avoided making any kind of plan, terrified of making the wrong choice.

He was fiddling with the fireplace in the living room, trying to figure out how it worked, when he noticed a slight give in the brickwork. A cold draught swept through the room as he pulled away a loose brick.

Behind the brick, a narrow passage, disappearing into shadow. He felt a familiar knot of anxiety tighten in his stomach. He wasn’t sure he could cope with the unknown, with the possibility of making a mistake. He felt a strong pull to call his friend.

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