Sarah stared at the letter, her vision blurring at the edges. The words seemed to swim on the page, the black ink morphing into accusing shapes. Her stomach felt like a knotted rope. How could this be happening?

She went over to the window, needing air. The city lights twinkled mockingly, indifferent to her plight. Her shoulders slumped. She let out a long, slow breath, a shaky sigh escaping her lips.

She thought about her bills, about the kids, about the life she had worked so hard to build. Now, all of it seemed to be crumbling. "Well," she said to herself, her voice a near whisper, "What now?"

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