John slammed the attic door shut, the sound echoing through the house. He rubbed at his temples. Discovering that box of old toys felt like a personal affront. He'd been looking for the Christmas decorations, not a relic of some other family's childhood.

"What in the world is this?" he asked, grabbing a faded baseball glove. He flung it back into the box with more force than necessary. The old leather smacked against the other contents.

He wished he’d never even poked his head up here. The house was supposed to be move-in ready. He'd paid extra for that. He walked back down the stairs, already feeling the unwelcome prospect of a wasted afternoon looming ahead of him.

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