The car was stuffy, the air conditioning useless against the sweltering afternoon heat. Daniel drummed his fingers on the steering wheel, waiting for his sister to finish rummaging through their late father's garage. He really needed to get going. He had to pick up his son.

"Found something!" she yelled. He sighed and exited the vehicle. He watched her emerge, holding a crumpled piece of paper. It looked like a telegram. He wanted to scream.

"Dad's old resignation letter from that awful insurance company," she said, her voice high with what Daniel assumed was forced excitement. He took the paper, unfolded it. It was, indeed, a draft of a letter.

He scanned the terse sentences. His father's signature at the bottom. It was all so…cryptic. Some vague complaint about "corporate values." He crumpled it in his hand, then quickly smoothed it out again, as if the physical act could somehow erase the words. He did not know why he was doing this. He wanted to leave.

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