"No." The word slipped out, a strangled whisper. The notice sat on the countertop, a physical manifestation of her fear. The thought of moving, of finding a new place, of starting all over, was too much. She couldn't manage it.

The familiar scent of lavender from the diffuser, usually soothing, now felt cloying, oppressive. The apartment, her haven, had become a cage. She felt a profound sense of inadequacy. Everything felt unmanageable.

She sat heavily at the kitchen table, her gaze fixed on the notice. She felt utterly alone, completely adrift. She needed someone, she needed anyone, to show her what to do. She remained rooted in place.

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