The sunlight streaming through the window seemed excessively bright, highlighting every speck of dust in the room. David squinted, pushing a stray strand of hair from his forehead. He’d promised his sister he’d handle the attic, a promise now regretted with every choked cough.

He unearthed the letter, the paper fragile and brittle. It was typed, a stark contrast to his mother's usual, flowing script. He reread the opening sentence. The date at the top was from when his mother was a young woman, fresh out of college. He felt a stab of something he couldn't quite name.

The letter's tone was all clipped efficiency, no room for sentiment. No room for the woman he knew to exist. He felt a sudden, unreasonable desire to throw the whole lot out the window.

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