"Center back, Ethan. That's your new spot." Ethan felt his stomach lurch. He had always been a winger, using his speed and agility. Now he was being asked to defend, to protect, to shoulder the responsibility for the entire back line.

He felt a deep-seated fear of failure. He was terrified of making a mistake that could cost the team the game. The others seemed to take to their roles with little trouble.

He found himself constantly seeking validation from the others, his confidence shaken and unsteady. He just wanted to disappear back into the crowd of players.

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