She used to find solace in the dance studio. Now, it felt oppressive. Clara watched her daughter, Maya, twirl with a grace she had once possessed. Her own body ached, a deep, persistent throb. The music, which once uplifted her, now felt like a mocking echo of what she’d lost. She hadn't danced in years, not since Maya began her formal training. Maya had surpassed her, it was obvious, and it made her chest tighten. She was a shadow, perpetually on the sidelines. She stood near the doorway, as if clinging to something, her hands clutched in front of her.

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