"Oh, for goodness sake," Sarah mumbled, spotting the furry intruder digging in her vegetable patch. She felt a familiar hollowness, a sense of inadequacy that always seemed to creep up on her.

She had to retrieve him. She had to. It wasn't about the garden; it was about… well, everything.

She slowly crossed the yard, trying to appear calm, even though her insides churned. As Buster wagged his tail, she forced a smile. "Bad dog," she managed, her voice trembling slightly.

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