The dust swirled in the air, a constant reminder of the changes next door. As Maya walked to the local store she felt the urge to turn back. Her neighbour’s house was a hive of activity, a constant hum of progress. She felt a pang of resentment, as if she were being judged.

She wanted to be involved. She wanted to be part of the community, to contribute to the neighbourhood. She'd always been afraid of new things, of any kind of risk. The idea of starting her own projects seemed foolish and unnecessary.

She reached the store, her steps slow, her shoulders slumped. The groceries felt heavy in her arms.

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