Mark stared at the weightlifting results, the numbers mocking him. He hadn't broken his personal best. He hadn't even come close. All the grueling training, the strict diet, the sacrifices… all for nothing. He felt the familiar constriction in his chest, the feeling of being trapped.

His older brother, his role model, his coach, was the one who encouraged him to take up weightlifting. Mark had always felt it was a way of proving himself, of seeking approval. Now, his brother would see him as weak, as a disappointment.

He spotted his brother across the gym, and a wave of panic washed over him. The thought of the impending conversation filled him with a cold sweat. He felt the urge to hide, to avoid the inevitable judgment.

He was suddenly very aware of the way his hands shook.

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