He found them on his desk, a splash of vibrant color amidst the drab, beige monotony of the office. Geraniums. *Geraniums*. The most grandmotherly of flowers. He gripped the edge of his desk, knuckles white, the muscles in his jaw ticking. He'd been meticulously trying to sort out the Johnson account, the biggest deal of his career, and now this… this distraction. The aroma, sweet and heavy, seemed to press against his temples, adding to the mounting pressure. He let out a harsh, frustrated breath.

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