The fluorescent lights seemed to buzz louder than usual, amplifying the throbbing in Tom’s temples. He’d confirmed it. The new hire, with zero experience, was getting a bigger paycheck. He wasn’t going to beg.

He worked through his lunch break, carefully checking and rechecking every line of code. He was the most dependable person in the building and he would make sure everyone knew it.

Later, when the new hire asked for his help with the same issues he had struggled with, Tom responded without looking up, offering the shortest, most cryptic solutions.

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