The floral arrangements, all pastel pinks and creams, seemed to mock Clara. She'd chosen a simple, elegant black dress, a decision she now regretted as she surveyed the sea of vibrant, happy colors. And then *he* walked in, looking like a blooming rose himself.

A sharp, almost involuntary sigh escaped her lips. She quickly fanned herself with her program, wishing the air conditioning would kick in. The buffet looked unappetizing, and she couldn't bring herself to take a single hors d'oeuvre.

As if sensing her discomfort, he made his way across the crowded room, a cheerful smile plastered on his face. Clara forced herself to stand her ground as he approached.

"Clara, you look… lovely," he said, his voice a little too loud. Clara swallowed. "You too, Mark," she responded, hoping she didn't sound as brittle as she felt.

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