"Figures," Mark said, his voice a low growl. The attic’s small, cramped space felt even smaller with the sheer amount of the previous residents’ things crammed inside.

He grabbed a chipped ceramic cat and tossed it back into a box with a thud. Another box contained a collection of vinyl records. "Well, that's just fantastic," he muttered.

He’d envisioned a peaceful weekend, finally getting around to painting the spare room. Now, he imagined days spent hauling refuse and clearing out other people's unwanted belongings. He exhaled a long, slow breath.

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