The email sat in Amelia's inbox, radiating a dull, ominous glow. Professor Davies. Leaving. To *where* exactly? The missive’s vague pronouncements about “pursuing other opportunities” felt like a personal affront. She re-read the sentence about his departure date, a knot forming in her stomach that tightened with each pass. *No*, she thought, clenching her jaw. He *couldn't* just leave. Not now, with her proposal deadline looming and weeks of crucial lab work still ahead. She slammed her laptop shut, the click echoing in the otherwise silent library.

Her fists clenched at her sides. He’d signed up for this! He’d agreed to guide her through this torturous process. Finding a new advisor, especially one with Davies’ expertise in quantum entanglement, would be a nightmare. Amelia envisioned endless meetings, the retelling of her research, the slow, agonizing process of building a new rapport. She would not accept this. She would find a way to make him stay.

She marched across the campus, her boots clicking on the pavement with each step. She had a list, a detailed plan. She was going to make him understand.

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