The cafe smelled of burnt coffee, but Amelia refused to move. The tiny table, meant for one, was now occupied by two. Across from her, a woman with a choppy bob and an apologetic smile wrung her hands. “He said he was single,” the woman murmured, her voice barely audible above the clatter of plates. Amelia glared, her jaw tight. She wasn't leaving until she heard the *entire* story. And until she'd had that apology in person.

The woman, whose name was Sarah, had the audacity to suggest they just… go their separate ways. As if. Amelia shifted in her chair, the hard wooden seat suddenly feeling like a personal affront. She crossed her arms, fixing Sarah with a steely gaze. “He told me he was moving in,” she finally stated, her voice flat. She refused to even consider the possibility of being wrong.

Sarah’s face fell. Amelia felt a small, vindictive pleasure. She’d been ready to move in with *him*. All her plans, her carefully curated vision of domestic bliss – all of it had been built on a foundation of lies. And she wasn't letting this Sarah woman off the hook.

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