The invitation felt heavy in his hand, a tangible weight on his already burdened shoulders. He turned it over and over, examining the glossy finish, the ornate script. He tossed it onto his desk, the sound loud in the silent room. He stood up abruptly and started pacing.

He felt an unfamiliar tightness in his chest. His hands clenched into fists at his sides. He thought of all the things he *didn't* want to do. He thought of all the people he’d rather not see. He was starting to build up a headache. The whole thing felt like an unwanted obligation, a summons to a past he would much prefer to leave buried.

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