The brightly coloured balloons bobbed cheerfully in the doorway. Liam bounced on the balls of his feet, his invitation clutched in his hand. He loved these decorations, so joyful. Yet, the smile on his face faltered. He also got an invite to a concert that night. The dilemma twisted in his gut.

He glanced at his reflection in the mirror, searching for an answer. He needed someone to tell him what to do. He found himself dialing his mom's number. He felt a surge of relief when she answered.

“What should I do, Mom?” he blurted out.

He felt a knot of anxiety loosen as she started to list the pros and cons of each choice. He hadn't been able to weigh them himself.

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