The constant drone of student chatter, the scratching of pencils, the rustle of papers—it was all too much. Ms. Evans rubbed her temples, trying to ward off the pressure building behind her eyes. Another lesson plan to prepare, another parent-teacher conference looming. Her desk was a mess, the walls needed painting, and she had a mounting to-do list that seemed to grow exponentially with each passing minute. A package arrived, its contents a vibrant collection of art supplies. The card was from a former student, a talented artist who had struggled during her high school years. Ms. Evans' lip curled slightly. She didn’t know what to do with any of this.

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