The steak tasted like ash. He pushed the barely touched food around his plate, watching his cousin, Ben, across the table. Ben had always been the most level-headed of them, a rock of practicality. Now, he was spouting religious jargon, his eyes alight with fervent conviction.

He, James, had a headache brewing behind his eyes. He focused on the flickering candlelight on the table, willing it to soothe the growing tension. The restaurant, with its soft music and hushed conversations, suddenly felt oppressive.

“So, no more family barbecues?” James asked, his voice deliberately casual. Ben’s smile faltered for a moment. James felt a small, vindictive pleasure. He ate the remaining fries on his plate with sudden aggression, one by one.

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