The harsh fluorescent lights of the community center seemed to amplify the already deafening emptiness of her life. Clara, her shoulders slumped, wandered aimlessly through the cluttered tables, each item a testament to someone else's past. Then, she saw it. A plush, lavender bear with a missing button eye. It was Clover, her constant companion during childhood. A sob caught in her throat.

"How much for the fuzzy friend?" she asked the elderly woman behind the table, her voice barely a whisper. The woman named a price, and Clara, without hesitation, paid.

Clara clutched Clover tightly as she walked back to her apartment, feeling a deep ache in her chest. She arranged Clover on her pillow. In the mirror, she saw her own reflection, and the emptiness felt less complete.

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