The school felt smaller now, not just because he was taller. It was the feeling, a simmering resistance, that shrunk everything. He'd marched into the principal's office, a frown permanently etched onto his face. Then the words, "Mrs. Gable? Your daughter? In Mrs. Gable's class?" He’d crossed his arms. The principal, a well-meaning woman with a penchant for brightly colored cardigans, had just beamed at him. He’d barely grunted a response.

He found himself avoiding the hallway leading to his daughter's classroom. It was ludicrous. Mrs. Gable was, objectively, a good teacher. He knew this. The awards on her wall, the glowing reviews from other parents… But the thought of it – the sheer, frustrating *sameness* – made his jaw clench.

That evening, during dinner, his daughter announced she loved Mrs. Gable. He grunted in acknowledgement. He pointedly focused on his meal. He refused to ask a single question about the day's events, even though the questions were clawing at his insides.

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