He tossed the worn photograph onto the counter of the antique store with unnecessary force. “Do you recognize her?” Ben asked, his voice sharper than he intended.

The shop owner, a woman with a kind face and a cloud of silver hair, peered at the picture. “Lovely girl. Who is she?”

“Sarah,” Ben snapped, gesturing impatiently. “Sarah Miller. We used to spend every summer at the lake together. Building sandcastles, swimming… Remember? You remember everything, right?”

The woman shook her head slowly, a gentle frown on her face. “I’m afraid not, dear. I haven’t been here that long.” She gently smoothed the photograph.

Ben snatched the picture back, muttering something under his breath as he strode away. He couldn't shake this feeling in his stomach. A tight, constricting thing.

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