The vibrant colors of the campus, usually a source of comfort, now felt like a taunt. Amelia, her backpack slung over her shoulder, walked past a group of students laughing. She felt a surge of something hot and bitter. The email… the email had ruined her mood.

She walked faster, her steps quickening, wanting to get away from these happy people. She’d spent months planning her post-graduation life, meticulously mapping out her career path. Now, what? She swallowed hard, feeling a familiar tightness in her chest.

She stopped at a bench, slumping down with a heavy sigh. The sky was an unforgiving blue. She dropped her backpack to the ground, and just stared.

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