"They just... *let* him go?" Thomas’s voice was tight, barely above a whisper. He glared at the new, painfully cheerful, office administrator. The woman merely blinked, unfazed by his displeasure. He was supposed to be the heir apparent, the one groomed to take over the project once Professor Davies finally relaxed into retirement.

He clenched his jaw, the muscles in his face knotting. The man had promised. Repeatedly. He'd even let Thomas take the lead on the final phase of the research. He’d practically signed off on everything. Now, silence. No communication, no acknowledgment. The research felt hollow, suddenly incomplete.

The office felt stuffy, oppressive. He gathered his things with a deliberate air, stuffing the papers into his bag. He’d continue the work. He'd show them all. He stalked towards the door, ignoring the chirpy administrator.

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