The air in the garage was stale and close. The smell of oil, rust, and forgotten things permeated everything. Mark, brow furrowed, surveyed the scene. His mother, a collector of memories, had turned the garage into a veritable museum of his childhood.

He had promised to help, but the thought of spending the afternoon immersed in the past was revolting. He had a perfectly good game to finish. He’d promised to hang out with his friends.

He kicked a small, faded soccer ball. He wasn't going to get drawn in. He was going to find his father's old toolbox, and that's it.

The box labeled “Mark’s Masterpieces” looked like a trap. He turned his back on it.

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