The chipped mug warmed Amelia's hands, but the chill in her stomach remained. Liam had always been the golden boy, the high-flying consultant, the one who effortlessly secured the best tables and charmed the waiters. Tonight, though, the truth hung heavy in the air like burnt toast. He’d been “between projects” for six months, a phrase she now realized was code for “unemployed.” The realization tightened her chest.

Amelia glanced around the tiny apartment, the place they shared. Bills were tight. She’d always relied on Liam's supposed income for the big things - the new furniture, the weekend trips, the promise of a future she hadn't quite built herself. Now, she felt a tremor in her knees.

"So," she began, her voice a little too high, "that new client… are things moving forward?" The fluorescent light buzzed overhead, a sound that suddenly felt mocking. Liam avoided her gaze, fiddling with the loose thread on his worn jeans.

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