A wave of heat flushed over Amelia’s skin. Cancelled. The word swam before her eyes on the digital invitation. Her friends, bless their cotton socks, thought she needed a "night in." A night in? After enduring months of grueling work, she had earned more than a quiet evening. She was ready to dance, to laugh, to drink bubbly with her closest pals. She balled up the invitation in her fist.

She marched into the kitchen, a determined glint in her eyes. The cake was already ordered. The music playlist, meticulously crafted, was ready to roll. She was going to have her party, regardless. She would make the calls, rearrange the venue, and personally ensure everyone attended. This wasn’t up for debate.

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