The air in the garage was stagnant, heavy with the scent of mildew and decaying paper. Amelia, already feeling off-kilter, had been tasked with cleaning it out. The task was now made worse by a discovery. She found a box marked "Amelia's Accomplishments."

She ripped the lid off the box, her brow furrowed. Inside, were all her old report cards and graded tests. A sense of unease settled upon her. A test with a big, red ā€œCā€ stared back at her. What was the point of preserving this stuff? The whole thing was just irritating.

She slammed the box back down, the sudden noise making her jump. She wanted to be anywhere else.

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
éŖ‚0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
ęø—é€-0.251
gradually-0.234
unfolding-0.226
č¶…č¶Š-0.224