The doorbell chimed, followed by the metallic clang of the letterbox. Liam had been trying to concentrate on his novel, the words proving stubbornly elusive. He rose, a heavy sigh escaping his lips. More flowers. Again. A flamboyant explosion of sunflowers this time, practically screaming for attention. No card.

He poked the arrangement with a hesitant finger. Sunflowers. He hated sunflowers. He hated the presumption of cheerfulness they exuded. He felt a slow burn of frustration blossoming in his chest, a heat that prickled his skin. He shoved the vase onto the table, the bright yellow a jarring contrast to the muted tones of his living room.

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