A tremor ran through Leo’s body as he read the announcement plastered across the university website. His hands started to shake, making the screen blur. He felt a sudden, intense craving for his mother’s cooking, a sense of helplessness washing over him.

He was currently failing his History class, and his financial aid was shaky at best. The thought of finding a new college, a new support system, terrified him. His phone felt heavy in his hand. He considered calling his older sister, who always seemed to know what to do.

The familiar buzz of anxiety intensified. He felt like a toddler, lost in a crowded supermarket, frantically searching for the reassurance of a familiar face, a steadying hand. He just wished someone would take charge, tell him everything would be alright.

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