Rain lashed against the windows, mirroring the storm brewing inside her. Her apartment felt like a prison cell, the walls closing in. The phone was her only connection to the outside world, her only hope of reprieve. She stared at the screen, a single tear tracing a path down her cheek. The words swam before her eyes. She needed reassurance, a beacon of light in her overwhelming darkness.

She meant to send the message to her best friend, knowing she would be a safe harbor. But in the haste, her thumb slipped, sending the message to her ex-boyfriend, Mark. The breath hitched in her throat.

A wave of nausea washed over her. Mark. He would use her vulnerability against her. He would criticize her, making her feel even smaller. The anticipation of his response, negative or positive, was enough to make her want to disappear.

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