The doorbell rang, and Clara, already on edge, almost didn't answer. A cascade of sunflowers spilled out of a vase at her feet, a golden insult to the gloomy afternoon. No tag. No indication of who, or *why*. She almost slammed the door. But... She couldn't.

She set the vase on the kitchen table and started making tea, a deliberate act of ignoring. She wouldn't allow herself to be distracted. Still, every few minutes, her gaze drifted to the sunflowers. She told herself she was simply assessing their visual impact in the room.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391