He slammed the shovel into the ground, a harsh, percussive sound echoing in the otherwise quiet garden. The damn thing was stubborn, resisting every plunge. He’d been trying to plant a new cherry tree all morning, and this unexpected obstacle was just the thing he needed. He glared at the offending object, a rusted metal box.

With a grunt, he hauled the thing out. Inside, he found a collection of youthful memorabilia and a note, penned in a familiar, shaky hand. He read the words, his jaw clenched, and flung the contents back into the hole, slamming the lid shut before refilling the space with soil. He would deal with it later.

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