From across the room, it was like a gut punch. Liam watched, frozen, as Emily glided into the reception hall on the arm of a man he didn't recognize. The man was laughing at something Emily had said, his hand resting lightly on her back.

Liam’s fingers curled into fists. He felt a familiar heat rising in his neck. The wedding, once a source of excitement, now felt like a cage. He couldn't shake the image of her, so effortlessly happy, seemingly oblivious to his presence.

He excused himself from the conversation he was having and walked toward the bar, needing something to steady his nerves. He ordered a double scotch, hoping the strong liquor would quell the churning in his stomach. The bartender asked for his name, and Liam could barely mutter it.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205