The weight room smelled like iron and disappointment. Ben watched Coach Davis meticulously wipe down the bench press, his face a mask of careful neutrality. The other players were already heading toward the door. Each step away felt like a blade twisting into Ben’s gut. The team was his shield. The team was his only family.

He stood near the weights, unsure how to act or what to say. He looked over to the free weights, almost wanting to lift, almost wanting to prove himself, but knew he’d make a mistake. He felt a hollow ache behind his ribs. It was a familiar feeling.

Coach Davis finally turned, his gaze meeting Ben’s. Ben swallowed hard, wishing he could disappear. He was going to fail, he knew it. He saw the expression. He always saw the expression.

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