He’d always relied on others to make decisions. Now, alone in his newly purchased home, Thomas felt a shiver of uncertainty crawl down his spine as he explored the attic. He found a collection of old photographs tucked away in a shoe box.

The black and white images showed smiling faces, a family posed in front of the house. He felt a pang of loneliness, a need for connection. He wanted to call his sister, to ask her opinion on everything, from the photographs to the best way to dust the old furniture.

He sat on the floor, the photographs spread around him, a feeling of helplessness gripping him. The sheer volume of items, the decisions to be made on what to keep, what to discard, felt overwhelming.

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