The ramen noodles slithered down his throat, tasting like cardboard. He slammed the empty bowl into the sink, the ceramic clattering against the metal. Sunlight sliced through the blinds, catching the dust motes dancing in the air, each one a tiny, taunting speck. He glanced at Liam’s side of the room, the rumpled sheets of the bed, the haphazard pile of textbooks. A book lay open on the desk – *Pride and Prejudice*. He hadn't been reading *Pride and Prejudice*. His journal, which he distinctly remembered leaving tucked beneath his pillow, usually resided there. A pulse hammered in his temple.

He snatched the book up, flipping through the pages, trying to find a reason, anything. Liam strolled in, whistling, a half-eaten apple in his hand. “Hey, dude! You look… intense.”

“What are you reading?” he asked, voice tight.

Liam shrugged, “Just browsing. Found it here.” He gestured vaguely towards the desk. The whistling stopped.

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