He walked into the living room, searching for something to occupy his time, and saw his mom, on the phone. He turned to leave, not wanting to intrude, but she waved him over.

He felt the familiar knot of anxiety tighten in his stomach. He wasn’t sure what to expect.

He found her smiling. “They’re having a sale at your favorite store,” she said. “Why don’t you go?”

The offer was a kindness, but he felt the weight of being indulged, of needing to be entertained. He wondered if this was all he was capable of. The feeling began to creep up like a chill.

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