The seaside cottage was a haven of peace, or so it had always seemed. David stood on the porch, the salty breeze whipping at his hair. Inside, on the kitchen table, lay the letter. His father's resignation letter from the coast guard.

His father had been a hero in David's eyes. A brave man. Always. The letter spoke of corruption, of cover-ups, of an unbearable moral compromise.

David let out a harsh laugh. He’d spend all day down at the beach, then. He’d walk along the water. But he would not throw away the letter. He would not burn it. He would not surrender.

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