The aroma of freshly baked cookies did nothing to soothe Thomas's rising panic. His niece, Daisy, was proudly presenting a drawing of a lanky, purple character with an unusually large head. "It's Gloom," she announced. The name, the drawing, it all hit Thomas with a cold shock.

He wanted to scream. He was so helpless. He wanted his mother to intervene, solve the problem. He felt he'd been sent to battle without armor. He could do nothing on his own.

He stared at the drawing, a sudden chill running through his bones. Daisy’s happiness was dependent on him, but he could not provide it.

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