"There's been a mistake," the receptionist said, her voice a monotone. Sarah, her face still slightly slack from the anesthetic, felt a chill crawl up her spine. The information sheet detailing her post-operative care was wrong. Not hers. The fear that had been her constant companion since the diagnosis evaporated, replaced by a strange disquiet. She’d been preparing for the months of recuperation, the carefully planned schedule, the daily visits from her sister. Now what?

She tried to laugh, but the sound caught in her throat. The surgery was cancelled. She was healthy. She should be elated. Instead, she stared at the form in her hands, a hollow feeling spreading through her.

The familiar routines that defined her days were now gone. What would she do? She knew only one way to be. She instinctively reached for her phone.

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