The cheap coffee in the vending machine tasted like burnt rubber, but Sarah forced herself to take a sip. The bitter liquid did little to quell the churning in her gut. She’d poured over her application essays, painstakingly crafted them to perfection. She’d spent countless nights volunteering and studying, all for this. Now, someone else was getting the money she had earned.

She pushed away from the flimsy table in the student cafeteria. She had a mountain of readings to get through, but suddenly she found it impossible to concentrate. The words blurred before her eyes, and the thought of reading another academic text felt repulsive. She felt a burning sensation in her chest, a physical manifestation of frustration. She thought she might actually yell at a wall.

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