The smell of freshly brewed coffee did nothing to soothe Marcus’s mood. His sister, Olivia, had already claimed the family estate. The old manor house was hers now, and the accompanying vast land. The solicitor’s words, "a vast estate," still rang in his ears. Marcus fidgeted with the pen in his hand.

He shifted uncomfortably. His inheritance? A small, crumbling bakery in a neglected part of town. The business was also in debt. The solicitor was still talking, but Marcus wasn't listening. He looked out the window. Olivia's estate was visible in the distance.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224