My jaw clenched as I reread the rejection email. It was polite, professional, and utterly devoid of any actual information beyond the obvious: they’d chosen someone else. And that “someone else,” I knew, was David.

The air in my cramped apartment felt thick, suffocating. I kicked a stray shoe across the room, the impact a satisfying thud. Why did it always have to be him? We'd been friends since kindergarten, yet somehow, he always managed to win.

I tossed the email into the overflowing recycling bin, the paper crumpling in my fist. I needed to leave. Escape this constant feeling of... frustration. Grabbing my keys, I stormed out, slamming the door behind me with unnecessary force.

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