As Riley presented her case for a rabbit, Sam’s rebuttal felt like a punch to the gut. The apartment, usually vibrant with their shared laughter, now felt cold and impersonal. She needed something to love, something to ground her. The empty spaces were dangerous.

"It would be good for the both of us," she choked out, her voice breaking with an emotion she couldn't name. Her existence depended on her connection with the world around her, and without it, she was sure to fade away.

Sam sighed, crossing his arms. "Riley, we travel too much. It wouldn't work." The certainty in his tone was crushing.

Riley felt her vision blur. The thought of loneliness, of being adrift again, stole the air from her lungs. She couldn't function without someone, or something, to love.

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