He heard the first screech of the saw and felt a prickling heat under his collar. Mark wasn't going to budge. He’d lived in this quiet cul-de-sac for twelve years, and he wouldn't be bullied into anything. He grabbed his noise-canceling headphones, then deliberately turned the volume all the way up.

The first text message, from his wife, came five minutes later: *Are you okay? The noise is horrendous.* He ignored it. He was not okay, but he was also not going to cave. He took a deep breath, focusing on the lyrics of the heavy metal track.

Later, he went outside and watered the lawn with extra care, methodically adjusting the sprinkler heads to ensure maximum coverage. He would stay out there, tending to his garden, until the sun went down. He would show them.

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