He kicked at the leg of the chair, not hard, but with enough force to make his frustration known. John was supposed to be at his son's graduation. He had a speech prepared, a gift ready. Now, he was trapped, the minutes ticking away with agonizing slowness.

He crossed his arms, staring at the empty runway. A headache throbbed behind his eyes. He took a few deep breaths, but the feeling wouldn't recede. He was stuck here. He was missing it. The thought of this made his pulse quicken.

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