The headline, "Secrets of a Teenage Heart," was a punch in the gut. He'd spilled his soul into those pages, pouring out his insecurities and his craving for approval. Now the world had access to his deepest fears. His throat closed up. He was at a loss.

He stumbled to the kitchen, seeking the comfort of routine. He poured a glass of water, his hand shaking so violently the liquid sloshed over the side. He felt the familiar weight of helplessness press down on him. He felt the need to have someone make the decisions.

He dialed his best friend's number, but hesitated before speaking. He wanted the comfort of familiarity, the reassurance of being cared for. He just wanted someone to take care of this.

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