The house felt like a mausoleum. Michael tugged at his collar, the air thick with the scent of old wood and something vaguely floral. His sister, Jessica, was flitting around the living room, dusting china figurines and rearranging furniture. He, on the other hand, was wrestling with a clogged drain in the kitchen sink. The water was now lukewarm and rising.

“Jessica,” he called through clenched teeth, “are you *seeing* the disaster that is unfolding in here? Could you, you know, maybe *offer* a helpful hand?”

She turned, her face a picture of serene composure. “Oh, Michael, darling, don't worry. I'm sure it's nothing a little elbow grease can't fix." He nearly choked on his own spit.

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