The chipped mug warmed Amelia's hands, but the chill settled in her bones refused to dissipate. She watched her mother, a blur of floral print, navigate the kitchen with the same effortless grace that had always eluded Amelia. Every morning, the same routine: coffee brewing, toast popping, the gentle clinking of silverware. Amelia, meanwhile, lingered in the doorway, a ghost in her own house.

"Need help with anything?" she asked, her voice a little too loud, a little too eager. The question felt clumsy, an awkward offering she was unsure how to deliver.

Her mother smiled, a quick, fleeting gesture. "No dear, I've got it. Why don't you relax?" The words, meant kindly, had a familiar sting. They echoed the feeling that she was in the way, a burden. She retreated, the mug heavy in her hands, back to the safety of her childhood bedroom.

The familiar scent of lavender from the sachet on her dresser triggered a wave of nausea. The walls seemed to close in, the air thick with unspoken expectations. She’d outgrown this room, outgrown this life, and now she was back. The feeling was suffocating.

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