The email arrived, subject line: "Regarding the Oak Tree." Sigh. Richard knew what was coming. He’d seen the way Mr. Callahan eyed the magnificent oak that stood sentinel on the property line. The man's lawn was perfect, unnaturally so.

He scanned the message, the words blurring before his eyes. "Roots… causing issues… patio… unsightly… removal..." He could feel a flush creeping up his neck.

He slammed his laptop shut, the abrupt sound echoing in the silent room. He imagined the vast, empty space left behind, the harsh sun beating down on the newly exposed soil.

He stood up, pacing back and forth, muttering under his breath. He had to respond. He had to be polite. He really hated this.

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