The chipped paint on the porch swing seemed to mirror the cracks in Arthur's resolve. He watched, almost mesmerized, as Mrs. Gable, his neighbor, pulled out of her garage in a car that probably cost more than his entire house. He felt a familiar knot tighten in his stomach. Rent was due next week, and the grocery bill had been a struggle this month.

He'd tried to ask for help before, a casual mention of a busted pipe, hoping she'd offer. She hadn't. Now, he imagined her perfectly manicured hands, the glint of expensive jewelry he'd caught glimpses of, and the way she always carried herself with such effortless grace. A wave of exhaustion washed over him.

He needed something. Arthur knew what he needed, and who might be able to provide it. The thought, while humiliating, was the only thing keeping him from utter despair.

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