The press conference was going sideways. Already, the lighting was off, the microphone crackling, and now... this. Liam, feeling a distinct tightness in his chest, stared at the reporter’s outstretched arm.

The reporter, a woman with a practiced air of world-weariness, held up her arm, showcasing a flawless depiction of Liam’s "Silent Screams" on her wrist. A wave of heat flushed up Liam's neck. He felt like he'd swallowed something sharp.

"So, Mr. Blackwood," she began, her tone laced with a hint of condescension, "how do you feel about your art becoming so... accessible?" Liam bit back a retort. He focused on the knot in his tie, pulling it tighter. The room seemed to shrink.

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