"Honestly," Michael muttered under his breath, kicking at a loose piece of floorboard. He'd been at this for hours. His grandmother's basement was a labyrinth of forgotten treasures, each one seemingly designed to frustrate.

The letter, tucked inside a worn photo album, was almost too fragile to touch. The ink, faded and smeared, made the words difficult to decipher. He strained his eyes, the muscles in his neck tightening.

The letter spoke of a stifling workplace, of unmet expectations and broken promises. He read the long list of complaints, each point a little jab to his patience. He wanted to toss it aside. He didn't want 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