Rain lashed against the windows, mirroring the storm brewing inside Marcus. He reread the letter, the words blurring through a sudden haze. *“Your father… another child… a daughter…”* He crumpled the paper in his fist, the edges digging into his palm.

He threw it towards the fireplace, the unlit logs offering no comfort. His apartment, usually a sanctuary of calm, felt like a cage. He slumped onto the sofa, the cushions doing little to soften the weight pressing on his shoulders. He needed a drink. Or maybe a long, solitary walk in the downpour.

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