The sterile white walls of the lab seemed to close in around him. He watched patiently while Alice, the newest researcher, adjusted the dials of the spectrometer. The machine, like all the others in the lab, was an extension of himself. He had dedicated his entire life to it.

He swallowed hard, feeling a knot forming in his stomach. The thought of someone else taking over his work made him feel uneasy. He forced himself to remain still, watching her every move.

Alice glanced at him, her smile bright and encouraging. "Anything else you think I should know, Mr. Henderson?" she asked. He just nodded, unable to speak, the question hanging in the air like a poisoned dart. The air seemed thin. He felt like he would suffocate.

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