My stomach churned. The damn coffee I’d had this morning was repeating on me, a bitter taste rising in my throat. I stared at the flyer plastered across the bus stop. The one featuring my sculpture, “Ascension,” a piece I'd poured my soul into. Below the image, in bold, aggressive font, were the words "Presented by: The Grand Arts Collective." A cold dread settled in my gut.

I balled my fists. The city, usually a vibrant hum of activity, seemed to amplify the frustration buzzing in my ears. The screech of a passing bus made me jump. My fingers twitched, desperate to tear the flyer down.

They hadn't even contacted me. The thought was a festering wound. I pictured the meeting, the smug smiles, the empty promises. The blatant disrespect.

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