The patent application confirmation email landed with a thud in Arthur’s inbox. He slammed his fist on his desk, the papers rattling around his meticulously organized workspace. His creation – the self-folding laundry basket – was his magnum opus, or so he’d thought. Now, staring at the screen, a knot formed in his stomach. He felt a sudden, inexplicable heat creeping up his neck.

He paced his tiny apartment, the linoleum floor creaking beneath his agitated steps. He muttered to himself, the words a jumbled mess of disbelief and frustration. "Unbelievable," he hissed, kicking a stray sock under the sofa. His dream, meticulously planned and painstakingly executed, felt like it was crumbling before his eyes.

He sat back down, the chair squeaking in protest. He scrolled through the patent details. Someone in Iowa, of all places, had beaten him to it. He rubbed his temples, a dull ache throbbing behind his eyes. He considered calling his lawyer, but he just lacked the mental fortitude to make that call right now.

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