Sarah clutched her coffee cup, the ceramic warming her trembling hands. Rain lashed against the window of the cafe, mirroring the storm brewing inside her. She needed Liam. Always. A tiny voice, a whisper of self-doubt, told her to just call him. He’d know what to do. The ache in her chest, a familiar knot of anxiety, tightened.

Her gaze drifted to the door as it swung open, letting in a woman with fiery red hair. The woman’s eyes met hers, a flicker of recognition passing between them. Then, the redhead smiled, and that smile was meant for *him*.

“Liam will be here any minute,” the woman said, her voice laced with a breathless anticipation that felt like a punch to the gut. The world tilted.

“You’re…you’re dating Liam too?” Sarah managed, the words catching in her throat. The coffee suddenly tasted like ash.

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