The gold lamé dress practically radiated wealth. Brenda narrowed her eyes, studying Carol, her next-door neighbor, at the community potluck. Carol, who always wore those sensible cardigans and hosted the annual book club.

Brenda faked a smile, offering a curt nod. She wouldn't engage in conversation. She wouldn't ask about the dress, or the trip to the Bahamas Carol had mentioned casually last week. She grabbed a plate, loading it with the least appetizing dish on the table, a congealed casserole.

She retreated to the edge of the room, avoiding eye contact, her jaw tight. She ate in silence, the taste of the bland food doing little to ease her simmering resentment. The glittery fabric of the dress mocked her.

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