The tiny, cracked screen offered no comfort. The news flashed by in a dizzying scroll of updates. The first birthday party for Leo, his grandson, was the reason for this flight. The plane was late. Amelia felt a knot tighten in her chest, a physical manifestation of her mounting frustration. She picked at the chipped nail polish on her thumb. She kept replaying the scene in her mind: Leo, blowing out his single candle, surrounded by laughter she might miss. A tear, unbidden, rolled down her cheek.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216