Rain lashed against the attic window, mirroring the storm inside Martha. She’d stumbled upon the letter while sorting through boxes – a letter to her mother, dated fifteen years prior. The handwriting was youthful, naive, scrawled across the page with an almost frantic energy.

*Dearest Mother,* it began, a plea that felt raw now. *I'm struggling. Everything feels… difficult. I don't know what to do without your guidance.*

A chill snaked up Martha’s spine. The attic air was stagnant, heavy with forgotten things. Her own hands felt useless, empty. The life she’d built felt brittle, easily shattered. She’d always relied on someone – first her mother, now… well, she wasn’t sure who. The ache in her chest was a familiar weight, a constant shadow.

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