"A sister?" Michael's voice was a choked whisper, his knuckles white as he gripped the steering wheel. He'd always relied on his parents, the ones who always believed in him. He hadn't ever really had to fend for himself. The sudden revelation of a sister he never knew had sent his carefully constructed world into a tailspin. He was used to being the center of attention, the only child.

He pulled the car over to the side of the road, his heart hammering against his ribs. He felt a deep-seated panic rise within him, a feeling of being utterly lost. He needed to talk to his mother, to hear her familiar voice, to be reassured that he was still loved, that he was still the most important person in her life. He reached for his phone, his hand shaking.

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