He read the notice, each word a weight on his chest. The building was converting. Frank felt a wave of icy panic wash over him. He’d spent years in this apartment, letting the building staff handle everything. Now, he was facing a future of… what?

He felt a sudden, sharp ache in his back, a symptom he often attributed to stress. The prospect of finding a new place, of making decisions, of being responsible for things, made him want to curl up in a ball. He had no savings, no plans, and no real-world skills. He was lost.

He retreated to his armchair, the worn fabric offering no comfort. He felt a desperate need for… for something. A helping hand. A lifeline. Someone to tell him what to do. He picked up the phone.

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