Mark shuffled his feet, feeling the familiar prickle of anxiety as he entered the school. There, in the vibrant chaos of the second-grade classroom, was Mr. Davies. He'd been his teacher. It had been decades, yet the man hadn't aged a day, except for the addition of a few silver hairs. His son, Leo, was in his class.

That evening, Mark found himself meticulously helping Leo with his homework, even though Leo had insisted on doing it alone. Mark constantly quizzed Leo, checking his work, correcting his mistakes. He needed to be sure that Leo was doing well, that Leo was getting it right. He couldn't shake the feeling that his own successes and failures were somehow tied to Leo’s.

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