The room spun. Maya's stomach churned as she sat in the professor’s office. The accusations hung heavy in the air, a thick, suffocating cloud. She stared at her professor, her gaze fixed, absorbing every word. She needed this grade; she couldn't face the consequences of not succeeding.

Her father had worked extra shifts to afford her tuition. The pressure was immense. Her whole life was structured around pleasing him, getting the grades he wanted.

She found herself apologizing, explaining, groveling almost. Her voice was small, nearly inaudible. She looked to the professor as though he held her entire future.

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