He stared at the email, the words from Ms. Davies swimming before his eyes: "Could we perhaps discuss the removal of the birch?" He reread it, each word amplifying the tightening in his chest.

The birch. It was a haven for birds, a symbol of quiet beauty. It was an integral part of *his* garden.

He closed his laptop, the screen reflecting his grim expression. He felt a familiar knot forming in his stomach, a resistance to the very thought of the tree's removal. He pictured the bare patch of ground, the sunlight glaring on her side.

He considered a carefully worded reply, something polite, yet firm. He'd draft it and rewrite it. The draft would stay in his outbox for days. The final response would never be sent.

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