Clara felt a bead of sweat trickle down her temple. The newspaper article, plastered with a blown-up image of her ceramic sculptures, felt like a brand. Her meticulously crafted pieces, representing years of suppressed feelings, were now fodder for public consumption. She stood frozen in the bustling city square, the very air thick with the scent of roasted nuts and unwanted attention. Her fingers itched to crumple the paper, to erase the evidence. A stranger approached, a wide smile plastered on their face. "Your work! Incredible!" they exclaimed. Clara stammered a response, a hollow echo in her chest, utterly unable to escape the suffocating weight of being seen, not for her, but through her work.

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