John kicked at a stray pebble on the gravel driveway, sending it skittering across the cracked concrete. His jaw clenched. He was *not* in the mood. Finding his old backpack in the garage was bad enough, dredging up memories of cringeworthy school projects and ill-advised fashion choices. He grunted when he bent down to retrieve a letter.

He flipped it over. The return address was in his own scrawling handwriting. He squinted. It was never sent. He sighed, the sound a sharp expulsion of breath. It was addressed to his father.

He began reading. "Dad, I need you to know..." His internal temperature spiked. The teenage angst radiating from the page was practically tangible. He could almost smell the Axe body spray. He threw it back into the backpack, the action more violent than necessary. “This whole exercise in nostalgia is a waste of time,” he muttered to himself. He slammed the garage door shut, the sound echoing his mood.

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