The sales figures, neatly printed and highlighted in fluorescent pink, felt like a personal insult. Emily crumpled the report in her hands. The email from the CEO had arrived as she was about to leave for lunch. The email. The meeting. She knew what it meant.

She ran a hand through her hair, which felt suddenly heavy and lifeless. She’d been working her tail off, exceeding her quotas, earning praise. Now, all that effort felt wasted, as if it were all for nothing.

She walked out of the office and into the parking garage. The fluorescent lights flickered overhead, casting long, distorted shadows. She leaned against her car, taking a deep breath. She could feel her pulse racing. Another day. Another company. Another soul-crushing disappointment.

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