"Seriously, Ben, you remember the rope swing?" Maria asked, her eyes sparkling with nostalgic amusement. Ben just grunted, focusing intently on his coffee. The office was decorated with the team's "fun" memories, and a framed picture of Camp Clearwater was now on the wall. He did not approve.

She continued, oblivious to his lack of response. "And the counselors? Remember Mr. Henderson? He was so…"

He cut her off abruptly. "The coffee's cold," he stated, rising from his chair. He marched to the break room, grabbing a fresh cup and avoiding eye contact. The memories were better left buried.

“Ben? Wait, I was going to ask about the time you…,” Maria trailed off. Ben turned his back and walked away. He would not be drawn into her reminiscing.

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