“Look what I found!” The words screamed from the screen. A wave of nausea washed over him. The diary, his private refuge, was now a public spectacle. He felt utterly exposed, his vulnerabilities illuminated like a moth in a harsh light. He needed to be rescued.

His fingers clawed at his chest, a futile attempt to contain the panic. He was drowning. He needed a rescuer.

He felt a deep yearning to return to the comfort of his parents’ home, where he had always felt safe. A place where decisions were made for him. He thought of the phone call he would need to make. He knew they would help him.

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