The email arrived at 2:00 AM. It simply said, “Please call. Urgent.” I shot up in bed, my heart hammering against my ribs. I grabbed my phone and called my brother, bracing myself for the worst. It was something about a new religion. It was all a bit confusing to me. My brain felt fuzzy.

He was now part of some kind of cult.

I pulled at the strands of my hair. That guy always did go for the unusual. The silence on the other end felt suffocating, and the tiny screen of my phone felt like a physical burden. "What the hell does this mean, Liam?" I finally rasped, my voice barely a whisper.

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