The cricket team selection was a disaster. It was over for Raj, who felt his stomach twisting into knots. It was the end of his social life, his future, everything he'd planned.

He always depended on his dad, who had been an accomplished cricketer in his youth. The thought of his father’s disappointment, the pressure he would now feel, made him want to collapse. His dad had helped with training, even sacrificing time at work.

He texted his dad, his fingers shaking. He couldn't face him right now, not until he knew what to do, what to say. He looked at the screen, terrified of the response.

He was going to be alone, and the thought made him shiver.

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