He stared at the menu, barely registering the options. Daniel ran his thumb over the embossed lettering of the card. He felt a throbbing sensation behind his eyes. He preferred to be anywhere else.

The endless stream of small talk was grating. Each forced smile and hollow compliment grated on his nerves. He watched his father, beaming, as if he hadn't spent the last thirty years being… his father.

As the speeches commenced, the tension in the room ratcheted up another notch. When his name was called, Daniel stood, feeling the blood drain from his face. The microphone felt like a dead weight in his hand.

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