The first thing David felt was a tremor of disbelief. Then, a slow burn of frustration. The sprawling branches of the neighbor's pine tree, that magnificent, towering thing, lay sprawled across his roof.

He closed his eyes for a moment, willing the scene to disappear. He thought about the phone calls, the waiting, the hassle. His shoulders tensed.

He pushed his way out of the front door, the screen door slamming behind him. He looked up, his jaw clenched, and muttered "Here we go."

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