The band’s rendition of “At Last” was awful. The singer was off-key, the tempo too slow. The whole experience was, to put it mildly, infuriating. The wedding party was getting ready to start the dances and the excitement in the room was almost too much.

Across the room, Emily was laughing at something her friend said. It was that laugh that had always grated on Ben’s nerves. Now, it felt like an acid burn. He clenched his jaw.

He abruptly turned and marched towards the exit, ignoring the confused glances of his tablemates. He needed to get out.

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