The news arrived in a quick, dismissive email. The fence was approved. Sarah read the message, her knuckles going white as she gripped her phone. A wave of dizziness washed over her. It was too late to do anything now.

She felt a strange disconnection, a sense of being adrift. She’d always relied on routines, on familiar structures. The fence, a physical manifestation of boundaries, of separation, disrupted the very fabric of her existence. She couldn’t sleep.

She wandered aimlessly through her house, touching objects, trying to find some anchor in the storm. The thought of venturing outside, of seeing the completed fence, filled her with dread. She had no support system.

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