The digital invitation pulsed on the screen, a reminder of the past. It was from David, the football star who'd loved to make fun of Peter. He felt a wave of nausea, a familiar sensation that followed him through most days.

He lived in his mother’s basement, a space he’d carefully curated with old comic books and action figures. He’d tried to get a job, but never seemed to last more than a few weeks. The fear of failure was always there, a constant companion.

He always needed someone to tell him what to do, what to think. He found himself thinking that maybe David could tell him how to fix things. The request was the answer to a question he hadn't yet asked.

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