The chipped mug felt heavy in Leo’s hands, almost as weighty as the silence that had settled in the kitchen after Maya's declaration. He watched her meticulously rinse a single dish, her back a rigid wall between them. Leo fiddled with the strap of his backpack, a nervous tic he’d developed since moving in. The thought of being alone, truly alone, again sent a shiver through him.

"You really wouldn't consider it?" he asked, his voice barely a whisper. He hated the way it cracked when he was anxious.

Maya turned, her gaze sharp. "Leo, we talked about this. Pets are a huge commitment." The words hung in the air, echoing the emptiness he felt at the thought of life without her. The thought of facing another evening without someone to rely on left his stomach a churning mess.

He swallowed hard, the lump in his throat making it difficult to breathe. He needed her to say yes. He needed her to stay. He wanted the soft purr of a cat to fill the space where her laughter usually resonated.

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