"Ugh," Maya muttered, throwing her phone onto the plush sofa. The screen landed face-down. She felt the sudden urge to rearrange her entire living room, the feeling a consequence of the notification. *Kevin Thompson* stared back at her from the screen.

She paced the length of the room, her hands fidgeting, as if wanting to wring something out of the air. The thought of even acknowledging him made her skin prickle. She stopped in front of the window, peering at her reflection. She looked tired, a lot more tired than she had a few minutes ago.

The sunlight seemed too bright. The birds’ chirping too shrill. It was all too much. She grabbed the remote, and turned the television on; anything to block out the intrusive thoughts.

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