The old house felt stuffy, the air thick with the scent of forgotten summers and mothballs. Emily felt a tightness in her chest as she sifted through the boxes in her late grandmother’s room. Her grandfather had asked her to do this, said it was a good distraction. She certainly didn't feel distracted. She was, in fact, experiencing a simmering displeasure at the whole situation.

She picked up a small, sealed envelope. Her name, written in familiar loops, was the only thing on it. She slit it open. Inside was a letter, penned in her own teenage script. She began reading, a wave of heat washing over her.

“Dear Diary, I wish people would just…” She stopped, her eyes narrowing. She could feel the familiar clench in her gut, that feeling of being misunderstood, of wanting to scream and stomp her feet. It was all so…*predictable*. The letter dropped from her numb fingers, landing with a soft thud on the floor. She needed a walk.

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