The flickering screen illuminated Amelia's face as she scrolled through the bank's website. Her stomach churned. Mark always handled the finances. She'd always trusted him, but lately, a tremor of unease had settled in her chest. She needed a new winter coat, and when she'd mentioned it, Mark had winced, suggesting she “wait and see.” That wasn't like him.

The password field blinked mockingly. She knew his birthday, his mother's maiden name, the name of their first dog. Nothing worked. Frustrated, she almost gave up, defeated, but something kept her fingers glued to the keyboard. She tried the anniversary of their first date. Bingo.

There it was: a hefty sum, an account she knew nothing about. A cold sweat prickled her skin.

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