The delivery man had simply left the package at her door. The words “Mr. Elias Croft” stared back at her from the package. It felt like something she couldn't understand, a situation she couldn’t control. She felt a profound weariness, an unwillingness to make any decisions.

The apartment felt alien, the objects surrounding her now imbued with a sense of threat. She felt like a small boat, adrift in a vast ocean. Every decision felt risky. The idea of doing anything on her own filled her with panic.

She retreated to the bedroom, pulling the covers over her head. The silence, normally a comfort, now felt oppressive. She wanted someone to make the choices, to tell her what to do, to take away the pressure. She felt completely consumed by her own helplessness.

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