He found it tucked into a book, a letter to his father, filled with an adolescent's insecurity. He read, wincing at his young self’s candidness.

*I need you to tell me what to do,* the letter whined. *I can't seem to figure things out.*

He laughed, a harsh, brittle sound. He felt the familiar weight of self-doubt. The feeling of requiring constant direction, of lacking the necessary strength to face the future alone, still lingered in his soul. He had always depended on someone, and it hadn’t gotten any better.

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