The faint smell of mothballs hung in the air of the spare bedroom. Michael was clearing out his aunt's apartment. His aunt was a free spirit, always chasing new experiences, and she was the only family he had. He found a drawer, filled with letters and memorabilia, and a folded piece of paper. It was his aunt's draft resignation letter from her job at the library.

Michael unfolded it. The letter spoke of an inability to make choices, of feeling bound to her position, of a yearning for something… more. The last line was simple: "I don't know what to do next." Michael froze. He'd always admired her independence. She was his only confidant.

He felt a sudden, profound sense of… abandonment? No, not abandonment. Something more subtle. A feeling of… needing direction. He needed someone to tell him what to do. He felt a sudden, overwhelming urge to find a familiar space, to retreat, to… what? He didn’t know. He only knew he was alone.

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