The brightly colored posters in the hallway mocked Lisa with their cheerful slogans. "Teamwork!" "Innovation!" "Synergy!" She was being moved to the customer service department. She felt a knot tighten in her shoulders.

She dragged her feet as she walked. Her usual brisk pace was replaced by a slow, deliberate shuffle. Each step felt like a chore.

"Fantastic," she mumbled, staring out the window at the sunny sky. It all felt like a waste of her time. Her fingers itched for something to do, something to focus on, as opposed to the new department.

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