He glared at his brother. "The grandfather clock takes up too much room, Thomas. We could really use the space, and the cash." Thomas tightened his grip on the clock's pendulum, the rhythmic swing his only solace.

The grandfather clock stood tall in the corner, its steady tick a constant presence. Thomas remembered his father, patiently winding it each week. His face burned with a sudden heat.

He simply stood there, ignoring his brother’s continued pleas. He would not give in. He was not going to give up a piece of his father. Not this. Not ever.

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