The first page sat open on the kitchen counter, taunting. "Evelyn, The Unseen Architect." The title alone filled her with a sense of ill-defined rage. Evelyn clenched her fists at her side, the edges of the book's cover digging into her skin.

She poured herself a cup of black coffee, her hand shaking slightly. The book seemed to imply she was some sort of recluse, some quiet creature that lived in the shadows. Pure and utter nonsense.

She would not be diminished. She would not be pigeonholed. Taking a long sip of her coffee, her gaze hardened. She had spent a lifetime building a life she cherished, and she would not let this book, this… imposition, define her.

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