The fluorescent lights of the science lab hummed, a constant, irritating buzz that matched the unrest within Dr. Chen. His funding was cut, his experiments were failing, and his grant applications were rejected. He felt the familiar weight of disappointment. He was staring at the periodic table, tracing the elements with a weary finger. A package arrived, containing a state-of-the-art microscope, along with a note of thanks from a former student who’d become a research scientist. His hands clenched into fists. He wanted to throw something.

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