The ad was there, glowing on the screen, a beacon of a life she no longer had access to. Her fingers, usually steady, were trembling so much that she clicked on the wrong link, and a string of angry obscenities tumbled out of her mouth. The interior shots, sterile and modern, were a stark contrast to the vibrant, chaotic memories she held.

Her stomach churned. The tiny apartment, which had always felt like a sanctuary, now seemed to shrink around her, the walls closing in. She glanced at the calendar, a schedule she'd meticulously crafted, a timetable to keep her on track. It didn't seem to help, the schedule, not today.

She let out a frustrated sob. She clutched at the blanket on her lap. She felt like a small child again, overwhelmed and helpless. The familiar anxiety pressed down, heavy and suffocating.

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