The coffee tasted like burnt dirt. Amelia glared at the barista, a wide-eyed freshman who looked like she’d rather be anywhere else. Amelia took a hefty gulp, then slammed the ceramic mug back down, the sound echoing in the nearly empty coffee shop. She couldn't believe it. After all the sacrifices, all the late nights, all the effort. Now, this.

She walked towards the library, the familiar scent of old books failing to calm her. The news had spread like wildfire. Everyone was on edge, exchanging worried glances, their voices hushed. The quiet reading room was more empty than usual. Amelia felt a cold weight settle in her core, a leaden anchor pulling her down.

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