The throngs of people at the yard sale made Maya’s stomach churn. She hated crowds, the relentless noise, the feeling of being jostled and unseen. Her eyes darted around, searching for a familiar face, a sense of grounding. Then, she saw it, almost hidden beneath a stack of old books: a once-bright blue bear with a slightly torn ear. Bluey. Her heart leapt into her throat.

“Is that… for sale?” she stammered, pointing a trembling finger. The seller, a teenager with headphones around her neck, nodded. Maya paid quickly, her fingers fumbling with the bills. She held Bluey close, the soft fur a balm to her frayed nerves.

Back in her sterile apartment, Maya held Bluey. She barely took her eyes off him, even when drifting off to sleep.

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