The notice taped to the door of Professor Davies' office was curt and clinical: "Retired. Office Contents to be Claimed by University." A vein throbbed in Elias's temple. He'd come to demand the final feedback on his dissertation draft. He'd rehearsed his arguments, sharpened his critiques, prepared for a grueling, yet fulfilling, hour. Now this. He ripped the notice from the door, crumpling it in his fist.

He stalked across the quad, the midday sun a hateful glare. The usual buzz of students seemed unbearably frivolous. He kicked a discarded soda can, sending it skittering across the paving stones. Where was the courtesy? The basic decency of a farewell?

He headed for the library, not to research, but to simply *be* in a place that now felt empty. He'd find him. He'd find Davies and make him explain. He'd let him know just how betrayed he felt.

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