The email arrived, a digital pink slip disguised as a real estate listing. He almost didn't open it. The subject line, "Your Childhood Home Now For Sale," held the threat of a punch. The photographs, professional and cold, offered no warmth, no echo of the laughter that had once filled those rooms. He felt a sudden, inexplicable chill. He reached for the thermostat, turning the dial up a few degrees, though the room felt fine.

He felt the need for a connection, a lifeline. The phone felt heavy in his hand as he called his sister. The conversation felt strained. He was afraid of being alone with the feeling. Loneliness has always been a great motivator, but often in the wrong direction.

He needed someone to tell him what to do, to offer guidance, to lead him out of this maze of anxieties. The feeling settled into his chest, a heavy, sinking stone.

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