The flickering screen cast an unflattering light on Ms. Chen’s face. The news was bad. She felt very unsure of what she was doing. A student had come to the door.

A knock. It was Liam, a student who had constantly challenged her. He offered a large, sturdy armchair. The one in her living room was torn. He said he had "a surplus."

She felt a rush of something, a need to hold onto this moment. The thought of losing him when he left made her voice falter as she thanked him. The chair seemed so heavy.

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