"Seriously?" Mark echoed, the word dripping with acid. He ran a hand through his already disheveled hair, leaving it standing on end. He’d spent months perfecting the automated cocktail maker, envisioning it as the centerpiece of his future bar. Now, a company in Japan had the same idea.

He slammed his laptop shut, the abrupt action echoing through his otherwise quiet apartment. His face flushed with a crimson anger. He felt a throbbing sensation in his forehead, a pressure building behind his eyes. He wanted to shout, to smash something, to unleash the torrent of fury that was bubbling within him.

He pictured the sleek, futuristic design he’d meticulously crafted, now rendered irrelevant. He felt a profound sense of injustice, of having been robbed. He felt a sudden need to start pacing, to do something, anything, to release the surge of energy coursing through 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