The email was a punch to the gut. Michael reread the subject line: “Scholarship Revocation.” The blood drained from his face, leaving him feeling lightheaded. He’d been so proud, so excited. He was going to make his family proud. Now, that accomplishment was a lie, a cruel joke.

He sat on his bed, the cheap mattress sagging beneath his weight. His gaze drifted to his worn duffel bag, packed with his few belongings. The only possessions he had. He wanted to call his older brother, the one who always knew what to do. The strong, reliable one.

He felt a familiar sting in his eyes, a tightness in his chest. Everything, the new life he'd tried so hard to build, felt shaky and uncertain, ready to collapse at any moment. He wished he had someone to lean on, someone to keep him from falling completely apart.

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