"Another charity gala," sighed John, watching Mr. Sterling's black car pull out of the driveway. John's own car, a battered hatchback, coughed and sputtered every morning. He felt a familiar hollowness in his chest.

He needed a loan. He needed something, anything, to keep him afloat. He knew Mr. Sterling's wealth was vast, that he could probably fund his entire life with the change in his pocket. He'd avoided asking for help for years, but the pressure had become unbearable.

The feeling of being stuck, of having no control, was suffocating. He hated the way he had to swallow his pride, the way he had to consider the things he wanted to do with the money that was needed to just keep his head above water.

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