The aroma of spices filled the air. Across the kitchen table, Leo was meticulously copying characters into a notebook. His strokes were deliberate, precise. Korean. He'd been taking online classes for months, diligently studying every night.

Emily felt a prickling sensation on her skin, a subtle discomfort. She’d always leaned on Leo when interacting with his family, relying on him to translate and explain cultural nuances. Now, the roles were reversing.

He looked up, a smile playing on his lips, and spoke in Korean. It was a simple question, a request. She had no idea what he was asking. The realization hit her like a physical blow. She felt the sudden urge to run, to escape the confines of the room, of the situation. Her breath hitched in her chest.

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