The afternoon light streamed through the living room window, illuminating the dust motes dancing in the air. Across the yard, the fence-building was in full swing, creating a cacophony of noise. I was trying to study. My brain would not focus.

I slammed my textbook shut. The thought of this continuing for the next week made me want to scream. My hands fumbled for the remote, switching on the TV, blasting the volume.

Then, just as quickly, I switched the TV off. My head throbbed. I needed a break.

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