The peeling wallpaper seemed to mock her with its faded roses. Emily pushed a stray strand of hair from her face, the sticky heat already making her feel as though she were encased in a heavy wet blanket. Her brother, Ben, was happily cataloging the contents of the attic, chattering about "antiques" and "historical significance." The only significance to Emily was the oppressive sense of finality that hung in the air.

"Ben," she said, her voice clipped, "could you *please* focus on something that doesn't involve the past? Like, say, figuring out how to get rid of this mountain of moth-eaten clothes?"

Ben just beamed, continuing to examine a tarnished silver locket.

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