The notification blinked, a cruel reminder of the past. Mark had been the king of the playground, and young Elias, always eager to please, had been one of his reluctant subjects. Now, the request sat there, a digital echo of playground taunts. Elias felt a knot tighten in his stomach. He wasn’t sure why he still lived in this apartment, but he knew he couldn’t leave.

His hand trembled as he clicked on Mark’s profile. Photos of a successful-looking man flashed across the screen: a beautiful wife, smiling children, a life that seemed effortlessly curated. Elias felt a pang of inadequacy.

He’d spent the morning cleaning the apartment, a task he hated, but one he performed dutifully to appease his landlord. He always tried to please everyone, so they'd like him. He needed them to like him. He felt as if he wouldn't survive if they didn't. The request hung in the air, a threat and a promise. He just knew he wouldn't survive if he blocked Mark.

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