"To Leo Blackwood." The address was right, the apartment number was correct. But Leo Blackwood wasn't her. The box felt heavy in her hands, heavier than its actual weight. Sarah's breath hitched as she stared at the brown paper, wishing someone would tell her what to do. The world seemed to pause, and she was stuck in place, as if encased in amber.

She leaned against the counter, her legs feeling like jelly. The aroma of coffee, brewing in the next room, seemed distant. She couldn't remember the last time she had made a decision on her own. The thought of responsibility was a terrifying thing.

She imagined the previous tenant, Leo Blackwood, and what he might expect. Her stomach turned with the uncertainty. She sank into a chair, overwhelmed by the simplest of tasks. She couldn’t make a single move.

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