The notification buzzed again. Liam slammed his laptop shut, the metallic clang echoing in his small apartment. It was Maya, his online friend of two years, asking if he was free for coffee. He groaned. He’d been looking forward to a quiet evening of coding, not navigating the awkwardness of a real-life meeting. He hadn't told her he lived in the same city. The whole thing felt… off.

He slumped back in his chair, the cheap plastic creaking under his weight. Sunlight streamed through the dusty blinds, highlighting the swirling dust motes dancing in the air. He ran a hand through his already messy hair. He really didn't want to.

Another ping. This time, a playful emoji. He felt a muscle twitch in his jaw. Fine. He texted back a curt "Yeah, why not." He immediately regretted it.

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