He knew the sender. He just didn't want to admit it. The tulips, a vibrant mix of colors, sat in a vase on the table, their bright faces demanding attention. He made a show of ignoring them, focusing intently on his paperwork. He wouldn't look at them. He wouldn't acknowledge them.

He kept working, shuffling papers, straightening files. But he kept seeing the colors in his peripheral vision. He reached for the phone, then stopped. He'd wait. He'd see how long this charade would last. He'd be fine.

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