Liam stared at the email, the words blurring before his eyes. A wave of frustration washed over him, making his chest feel tight. He pressed his lips together, the muscles in his face rigid. He'd poured his heart and soul into the application, staying up late nights, crafting each sentence with precision. Now, this.

He crumpled the paper in his fist, the sound like a gunshot in the sterile library. *Unbelievable,* he thought, the word a quiet hiss escaping his breath. He shoved the crumpled paper into his bag, then abruptly stood, knocking his chair back with a loud screech. Ignoring the librarian's disapproving glare, he stalked out, the scent of old books and hushed whispers suddenly unbearable. He needed air, needed to be anywhere but there.

Outside, he kicked a pebble down the sidewalk, the action a small, insignificant gesture of defiance.

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