"Just a little bit more," Eleanor mumbled, as she watched the gardener tend to Mr. Hawthorne's immaculate rose bushes. The man was on his knees, meticulously trimming the leaves, and she felt a sharp pang of envy. Her own small apartment was a disaster.

She'd offered, of course, to help him with something, anything. He always politely declined, but offered her cakes. The cakes were delicious. It was a good exchange.

Her own finances were precarious, a juggling act of bills and unpaid invoices. She closed her eyes. Maybe she could subtly hint about her financial woes? The offer to help, she knew, came with a hope attached, something unspoken.

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