From his window, David watched Mrs. Alvarez return, her designer handbag swinging casually from her arm. He could barely afford his own groceries, let alone a designer item. He felt the familiar weight settle on his shoulders. He needed something, and he knew who had it.

His stomach clenched with a mixture of resentment and resignation. He’d admired Mrs. Alvarez from afar, envied her effortless style, the way she seemed to glide through life. He hated the way he felt, this constant undercurrent of inadequacy.

He had some skills, he thought, but they seemed useless in this world of wealth and privilege. Maybe a simple favor, a small task… a way to get a foot in the door. The idea tasted like ash in his mouth.

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