The musty scent of aged paper and binding filled Amelia’s nostrils as she flipped through the pages. She’d been hoping to find a good read, something to distract her from the gnawing emptiness that had settled in her chest since… well, since everything. A slip of yellowed paper fluttered to the floor. Picking it up, she unfolded it cautiously, her fingers trembling slightly. It was a letter, addressed to someone named "Dearest Evelyn."

The words blurred before her eyes. Suddenly, her heart was a tiny trapped bird, beating frantically against its cage. She needed this story, this connection to another life, to pull her through the lonely afternoon. Evelyn's words, the secrets they held, they were vital to surviving. She sat on the floor, the book and the letter clutched close, as if fearing someone would snatch them away.

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