The musty smell of the pawn shop always triggered a sense of unease in her. Everything felt uncertain these days. She'd been crashing with friends, jumping from job to job. A constant need for others' help. The ring, her grandmother's engagement ring, was the last thread to a more secure time.

She spotted it immediately. It seemed to shine even in the dim light. She approached the counter, the floorboards groaning under her weight. The shopkeeper, a man with a bored expression, looked at her with a knowing glance. She felt a familiar knot of anxiety tighten in her stomach.

“What’s it worth?” she managed to croak. When she saw the ring on her hand, a small glimmer of purpose sparked within her. She'd feel less dependent on her life, with this precious item back in her possession.

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