“That maple's gotta go," bellowed Mr. Garcia. Sarah flinched, the words a physical blow. She wrapped her arms around herself, as if to ward off a chill. He was standing on her porch. She felt the sudden urge to run, to hide.

His gaze swept across her face, waiting. She could feel a bead of sweat trickle down her temple. All those years, she’d felt safe behind the walls of her own home. Now this man, so demanding, was here. The world seemed to shrink, closing in on her.

"I... I suppose," she muttered, the sound swallowed by the wind. A deep sigh escaped her lips as her shoulders slouched, defeat washing over her.

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