The spreadsheet blurred before Amelia's eyes. Another deadline looming, another mountain of data she felt incapable of scaling. Her stomach churned, a familiar feeling of inadequacy creeping in. She glanced at Mark, her coworker, whose effortless efficiency always managed to irk and impress her in equal measure. He’d just returned from a coffee run, a warm cup cradled in his hands.

"Rough day?" Mark asked, his voice a low rumble. Amelia just nodded, unable to articulate the pressure she felt. She wished she had someone to ease her worries, someone who could tell her everything would be okay.

"You know," Mark began, hesitating slightly, "I think I saw you at Camp Whippoorwill back in... what was it, '07?" Amelia's head shot up. The camp. The place where everyone did everything together, like a big, imperfect family. The place where she'd felt safe.

"No way!" she blurted out, a hint of desperation in her voice. "You were there?" Maybe, just maybe, they could revisit the memories they shared. She felt a wave of relief wash over her.

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