Rain lashed against the windows, mirroring the storm brewing inside Elias. He sat at the kitchen table, watching Clara meticulously write in a notebook. The script, a flowing, elegant hand, was almost impossible for him to decipher. Mandarin.

He’d always let Clara handle the complex phone calls with her family, the negotiations with her friends from abroad, the understanding of their cultural nuances. Everything. He was comfortable with that.

Now, she was whispering to herself, practicing tones he couldn't even begin to replicate. A cold dread seeped into his bones. He felt adrift, untethered. He cleared his throat, the sound loud in the quiet room. "What are you writing?" he asked, his voice tight.

Clara looked up, her expression unreadable. She said something back in Mandarin, then smiled and reached for his hand. The gesture should have soothed him, but the warmth of her touch felt like a burning brand.

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