He stared at the notice, a sterile white rectangle against the cluttered surface of the kitchen table. It was a slap in the face. His world suddenly tilted. He swallowed hard. The rent was late, he knew that. He hadn’t been paying attention. He looked at the unopened mail on the table.

His hands shook as he reached for the kettle. He needed the warmth of a drink, something to steady the tremors in his limbs. The world seemed to shrink around him. The walls of his apartment felt like they were closing in. He felt paralyzed by the thought of finding a new place, the endless cycle of paperwork, the sheer effort of it all.

He reached for his phone, his thumb hovering over a name. The call went through. After a short chat, his shoulders sagged. “Okay,” he mumbled into the phone. “Yeah, I'll see you later."

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