The realtor’s words, a hushed whisper, still echoed in Clara’s ears. “A bit of…history, attached to the property.” She’d signed the papers anyway. Now, standing in her newly painted kitchen, sunlight glinting off the stainless steel appliances, Clara felt a surge of…something. A thrill, maybe. She yanked open the drawer, scattering silverware across the granite countertop. Let them try and spook her. Let them try.

She slammed the drawer shut, the metallic clang a satisfying punctuation mark. The house, they’d said, had seen a tragedy. A murder, years ago. The air felt thick, heavy with the weight of that knowledge. Clara cracked open a window, letting in a gust of crisp autumn air, a silent challenge to whatever ghosts might linger.

Her fingers tightened on the edge of the counter. She’d always loved a good renovation. She would redecorate this place, fill it with her own energy, her own life. The past was just wallpaper, she decided, and she was in charge of the paste.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385