“Grandpa, look!” Little Emily bounced on the sofa, displaying her latest creation. It was a drawing of a creature he’d known as a child, a glowing orb called "Lum." Michael’s hand instinctively reached for his chest, where a dull ache settled. He hadn’t felt this vulnerable in years.

His immediate thought was to call his son. Michael felt overwhelmed by the simplicity of the drawings, and the implications of them. He wasn't fit to be in charge of this.

He forced a smile, but his voice cracked. “That’s… very creative, sweetheart.” He felt like a fraud. He desperately needed his son to return and take over.

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