The leather was cracked, worn smooth with age, and felt strangely familiar as Elias picked it up from the park bench. Inside, a wad of bills. He thumbed through them, a thick stack of hundreds. His jaw clenched. He knew he should turn it in, find the owner. But the weight of the money in his hand, the potential it represented... He shook his head. No. He deserved a little something for once.

He walked away from the park, towards the bus stop, the wallet tucked deep into his pocket. He ignored the knot forming in his stomach. The insistent voice of his conscience. He would not be swayed. This was his, now.

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