"So, you're the one who wrote the essay?" The professor's voice cut through the air in the crowded classroom. Liam felt his face flush. He was trying to concentrate on the lecture, but now, he was the center of attention. Every time he looked up, he was being studied.

He felt the sting of a thousand eyes, examining him. He cleared his throat and mumbled something unintelligible. The words of his essay, once precious to him, now felt like a lead weight in his stomach. He focused on the notes. He did not look up again.

The professor continued, "Excellent work. A truly insightful perspective." Liam found himself wanting to disappear. He felt the familiar urge to flee the room, to escape the suffocating spotlight. He spent the rest of the lecture staring at his desk.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205