The basement was a labyrinth of forgotten memories. Leo had been dreading this for days. His father, in his infinite wisdom, had decided it was time to clear out his mother's belongings. Leo dragged a box across the floor, his back aching, his patience already worn thin.

He felt the familiar tug of resentment. Why did he always have to do the dirty work? The box yielded a treasure trove of notebooks, meticulously filled with his mother's handwriting. He flipped through the pages, a grudging fascination pulling him in. But he wouldn’t yield.

He noticed a science project, a diorama of a volcano erupting. He remembered his own childhood volcanoes, the way they exploded. He slammed the box shut. He didn't have time for this, no time for her nostalgia. It was a waste of his time.

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