The sunlight sliced through the dusty windows of the antique shop, illuminating the list in Emily's trembling hands. “Ride a motorcycle across Route 66.” Really? Her mother, terrified of driving over the speed limit, had written that down. Emily’s cheeks flushed.

She traced the faded ink with a fingertip, a knot forming in her stomach. The shop owner was watching her, his smile too bright. Emily took a deep breath, the scent of old paper and furniture making her head swim. This list, this stupid, impossible list, was just another reminder of the chasm her mother had left behind. She wanted to scream. Instead, she just handed the list back to the owner and asked for a box to put the rest of the items in.

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