The house felt cold, even with the central heating blasting. Emily missed the comfort of her sister, the way they’d shared everything, from clothes to secrets. Now, she was on her own, and the sheer volume of choices overwhelmed her. The decor, the garden, everything felt like a project she was utterly unqualified to manage.

She discovered the hidden room whilst attempting to fit a new kitchen cabinet. A loose plank in the pantry, pulled away, revealed a small, dark space. The air inside felt stagnant and heavy.

She stood there, frozen, the unfinished cabinet a symbol of her supposed self-sufficiency. A tremor ran through her, a wave of both fear and a strange, insistent whisper telling her to stay, to discover, to *not* be alone.

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