The stage felt enormous, the spotlight blinding. Leo’s hands, usually cool and composed, were slick with sweat. He'd never performed without Mr. Sterling, his acting coach, in the wings. He looked towards the wings, but Mr. Sterling wasn't there. He was gone.

The words, so carefully rehearsed, felt foreign, disconnected. He felt a hollow ache. Mr. Sterling's subtle nods, his reassuring smiles - those were the invisible threads that held him together. Now, he was alone, exposed. The audience was a sea of unknown faces, and his breath hitched in his throat. He felt vulnerable.

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