The hum of the sewing machine was the only sound in Clara's small workshop. She tugged at the fabric, her movements jerky and precise. The "Celebrity Chic Scarf" was the talk of the fashion blogs, and everyone was clamoring for one. *Everyone* except, apparently, Clara, who designed and meticulously crafted the scarf. The celebrity in question had, with the help of a conniving boutique owner, taken the design and marketed it as her own. Clara felt a strange, cold tightness in her chest.

She paused, needles still embedded in the fabric. This was supposed to be her dream, her passion. Now, it felt like a betrayal. She grabbed a pair of scissors and began hacking at the scarf, the fabric falling to the floor in useless strips.

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