The package arrived addressed to "Resident." Inside, a copy of *Her Constant Companion*, and a book about her. Lily felt a chill run through her.

The author delved into her need for affirmation, chronicling her persistent requests for advice, her constant checking of her phone. She felt trapped, the words like shackles. The world seemed to shrink around her.

She grabbed her phone and texted her sister. She needed someone to confirm her reality, to tell her she was more than what the book portrayed. Her breath hitched.

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