The news arrived via text. A simple, succinct message from Liam, a thumbs-up emoji. The job was his.

I tossed my phone onto the sofa, the plastic vibrating with the force. I’d spent the entire morning cleaning, scrubbing, trying to channel my mounting…discomfort…into a tangible activity. It hadn't worked.

The house seemed to shrink, the walls closing in. The sunlight pouring through the window felt harsh, mocking. I paced the room, my steps erratic, unsure of where to go or what to do with the seething feelings inside.

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