The afternoon sun cast long shadows across the overgrown garden. Inside, the house felt even more stifling. John was sprawled on the floor, flipping through old photo albums, while his sister, Mary, meticulously examined the cracked tiles in the hallway.

He groaned inwardly. She always had to scrutinize everything. He hated the way she was picking apart the house, it felt like she was dissecting their childhood.

He slammed the album shut, the sound echoing through the empty rooms. He just wanted to go home.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224