She drummed her fingers on the tablecloth, the rhythmic tap-tap-tap a counterpoint to the sentimental slideshow playing behind her. The photos flickered across the screen: her parents, smiling, through the years. Each image felt like a tiny, mocking jab. She'd been asked to say a few words, and she'd been rehearsing in her head. The words felt like sandpaper in her throat.

A bead of sweat trickled down her temple. The air in the room felt thick and heavy, like a humid summer day. She hated these kinds of gatherings, the forced camaraderie, the cloying praise. Why couldn't they just skip the speeches and get to the cake?

She picked at a stray thread on the linen napkin. It wouldn't come loose. She sighed, a small, frustrated sound. This was going to take forever.

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