"Unbelievable." John spoke the words aloud, the sound tight and strained. He stared at the email, a knot forming in his stomach. He'd worked so hard, put in so much time. It felt like a personal affront. His hands were clenched so tightly, the nails were digging into his palms.

He got up from his chair. He walked to his window. He turned away from his desk. He found himself running his hands over his hair, again and again. He grabbed the nearest object, a stress ball, and squeezed it until his knuckles turned white. It offered little relief.

He muttered to himself under his breath, repeating phrases such as, "This is impossible," "How can this be?" and "What now?"

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