The email arrived mid-afternoon, interrupting his concentration. "Add Adam Carter to your network?" David's eyebrows shot up. Adam Carter. The name rang a bell, bringing back a swarm of unwelcome memories. He felt a prickling sensation on his skin. He leaned back in his chair, and ran a hand through his hair, mussing it.

He clicked on Adam's profile. It seemed he'd done well for himself, a successful lawyer, judging from the photos. David’s lips thinned into a thin line. He slowly closed his laptop, and the action felt very deliberate. He stood up from his desk and walked over to the window, staring out at the grey, overcast sky.

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