The gallery's stark white walls seemed to press in on Elias. His stomach churned as he surveyed the scene. His watercolor landscapes, stolen from his dilapidated studio, were framed and illuminated, each one a testament to his stolen vulnerability. He shifted his weight, hands fumbling with the frayed edge of his worn coat. A woman with a sleek bob approached him, her gaze lingering on a particularly evocative portrayal of a willow tree. “Remarkable,” she breathed, her voice a low hum. Elias could only manage a weak nod, his throat constricted. Her approval, though welcome, felt like a borrowed victory.

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