"There must be a mistake," I said, my voice barely above a whisper. The announcement hung in the air, a cruel, unwelcome fact. The flight was delayed. My sister's baby shower was scheduled for this very afternoon. I’d promised her. I’d spent weeks preparing, planning, gathering gifts. This was not just a flight; it was a commitment, a bond of love. The agent offered alternative flights, different airports. I remained seated, a statue of resistance, the agent's words bouncing off me, unheard.

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