The afternoon sun, usually a source of comfort, now seemed to mock her. The rejection letter from the publisher sat open on her writing desk, its words a dark blot on the pristine white surface. She felt a familiar knot of tension tighten her shoulders. She wanted to quit, to tear the manuscript apart and burn it, but something stopped her. She got up, walked to the window, and stared out. The garden, usually a source of inspiration, seemed to taunt her with its green perfection. She wouldn't be defeated. Not yet.

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