The air was thick with the scent of woodsmoke and old memories. Rachel stood beside her brother, Sam, as they surveyed the cluttered attic. Sam started organizing boxes and dusting off old furniture, and a wave of something akin to panic rushed over her.

She felt the familiar pull to remain silent, unseen, to let Sam take control. She knew she should be helping, but the thought of making a wrong choice, of accidentally discarding something important, made her skin prickle. She took a step back, her hands clasped tightly in front of her.

He glanced at her, a look of mild exasperation on his face. She felt a flush rise in her cheeks. The attic seemed to close in around her, the weight of the past pressing down, and she felt a sense of relief.

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