Rain lashed against the windows of Elara’s apartment, mimicking the tempest inside her. She re-read the article, the words of the exposé blurring into a smear of disbelief and righteous anger. The evidence was irrefutable: Her favorite author, Julian Blackwood, had lifted entire passages from her own, unpublished short stories. Her chest felt constricted, a tight band around her ribs.

Her fingers tightened around the worn copy of Blackwood's "Echoes of the Past," a book she had devoured countless times. She refused to believe it. This was a mistake, a misunderstanding. She would not accept that the man whose words had comforted her through lonely nights could be capable of such betrayal. She’d write a scathing letter to the newspaper, demanding a retraction. That would fix it.

She marched to her laptop. It was not a matter of hurt or ego. It was a matter of principle.

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