The email arrived like a death knell. The scholarship, the key to Alex’s independence, was rescinded. He felt a cold dread creep into his bones. His carefully cultivated persona of self-reliance crumbled. He struggled to breathe.

He had built his entire life on the foundation of the scholarship. The thought of losing it made his stomach churn. His thoughts instantly went to his older brother, the one who always protected him. He wanted to call him, to seek his advice, his support.

He felt small, overwhelmed, and completely lost. He felt the familiar weight of helplessness, the desire to be cradled, to be taken care of. He needed someone to rescue him from this mess, to tell him everything would be okay.

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