The afternoon sun streamed through the window, illuminating the dust motes dancing in the air. John, his face flushed, had come to apologize. He'd been claiming to own a chain of restaurants. He was, in actuality, a manager at a single diner.

I sat on the couch, arms crossed, my gaze fixed on the intricate patterns of the rug. He babbled about "misunderstandings" and "exaggerations," but the words seemed to bounce off me, unheard. He should have known better than to deceive me.

The silence in the room was almost tangible, thick with unspoken grievances. He wasn't going to get off that easily.

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