The mailbox rattled as he reached in, and his fingers brushed against the unfamiliar card. "Wishing you the best!" it read in elegant script, the inside left blank. He studied the front, a whimsical illustration of a cat wearing a party hat. It was a complete mystery. He felt a need to understand.

He paced the confines of his small apartment. The walls seemed to close in, the air thick with unspoken expectations. He glanced at the phone, then away again. He wanted to call his brother, but what would he say? His brother had a life. A life not connected to this.

He crumpled the card in his fist, then immediately regretted it. He smoothed it out, his fingers tracing the outline of the cat. He needed a connection, something to tether him to the world. He was adrift and had been for years.

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