I found the deposit slips hidden in the glove compartment of his car. I felt a surge of indignation, a tightness in my chest that wouldn't release. He hadn't told me about this, never let on about this account. This blatant disregard for our agreement. My jaw was clenched.

Later, I decided to do the laundry. I threw everything into the washer, including his favorite shirts, setting the water temperature to high. I deliberately left them in the dryer for longer than usual. When he came home and saw the result, I just shrugged, feigning indifference.

"Oops," I said, a smile barely touching my lips, "I thought you'd like them a bit more… broken in." He stared at the shrunken clothes in disbelief. I savored his shocked reaction.

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