"I'm sorry, Ben," the coach said, his voice flat. "You didn't make the cut." Ben’s world contracted to a tight, suffocating space. Basketball was the only thing he knew how to do well. It was the only way he felt seen.

He went to find his mom, who always knew what to say. His mom was on the phone, talking to somebody about his sister's soccer game. He didn't want to interrupt. He felt the sharp sting of being invisible.

The empty court loomed before him, echoing with the ghost of his missed shots, his unfulfilled potential.

He walked over to a bench and sat down, staring at his shoes. His hands, usually brimming with nervous energy, felt leaden and useless. He felt numb.

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