"No. No. No." Emily whispered, the words barely audible. Professor Klein was leaving. Another one. The news hit her like a physical blow. She felt a stinging sensation behind her eyes.

Her carefully constructed research plan, her meticulously crafted thesis, all felt fragile, precarious. She’d spent so much time, so many late nights.

She pushed her glasses up her nose, her fingers trembling. This was it. This was the breaking point. She felt the urge to cry, to break down and scream into a pillow, but she bit her lip, holding back the tears.

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