The letter arrived in a plain brown envelope, postmarked from a town she hadn't visited in years. Sarah examined it with a detached curiosity. Inside, a handwritten apology. She reread the words, but they felt stale, lifeless. She felt nothing.

She turned to her art, seeking refuge. She grabbed a canvas, a brush, and a palette. She began to paint, a flurry of violent strokes in shades of crimson and black. The brushstrokes were aggressive, the colors clashing, reflecting the turmoil inside her.

She worked for hours, until her hands ached and her vision blurred. She stepped back and studied the finished piece. It was a raw, visceral expression of her discontent. The apology remained, a crumpled, forgotten thing, and Sarah wouldn't be swayed.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349