The pastel crayons felt heavy in Elias’s hand, mirroring the weight in his chest. His niece, Lily, was sprawled on the living room floor, her paper a battlefield of bright colors. Each time he reached for a crayon, a sense of unease settled over him. Lily was drawing a fluffy, blue creature with six legs. "That's Sparklepuff!" she chirped. He remembered Sparklepuff. He hadn't thought about him in decades.

He felt a prickle of sweat between his shoulder blades. Lily wanted him to play with her, but he couldn't. He knew he'd feel foolish. He knew he'd fail. He found himself looking at the clock, waiting for his sister to return and take over. He couldn’t seem to manage things on his own.

He cleared his throat. "Sparklepuff looks… lovely," he managed, his voice barely a whisper. He fidgeted, pulling at the frayed edges of his sweater. The idea of interacting with the drawing made his stomach churn. His sister would know what to do. He just needed to hold on.

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