The old shoebox smelled of camphor and disappointment. Margaret tossed the photos onto the floor, scattering them across the faded linoleum. Her grandmother, the epitome of grace and poise, was shown in a series of blurry photographs, staggering out of a building that looked suspiciously like a speakeasy.

A hot flush crept up her neck. Her grandmother’s constant lectures about propriety and decorum now felt like a cruel joke. The carefully constructed image of her family, the one so meticulously maintained, seemed to be dissolving before her very eyes. Margaret wanted to scream.

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