"You didn't do this," Alex’s best friend, Liam, said, his voice laced with concern. Alex shook his head, but felt unable to explain. He had to keep his secret. This was something he'd chosen. He knew it was bad, and his friend couldn't know.

He had always relied on other people to keep him stable. He was always asking friends for help. He found comfort in the routine of borrowed resources, in taking what he needed.

The professor was saying something about academic dishonesty, and the potential sanctions. Alex felt a physical weakness in his legs, a chilling fear. The thought of facing the consequences alone felt unbearable.

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