Rain lashed against the window, mirroring the tempest inside Clara. She stared at the rain-streaked glass, a picture of defeat. Thomas, that grinning, overconfident, always-one-step-ahead Thomas, had gotten the marketing position.

She crumpled the acceptance letter she had received and tossed it across the room. It landed near the waste basket, a basket which, ironically, contained the application she had submitted as a backup. She let out a frustrated grunt and stood up.

She slammed her fist against the wall. The action released a little bit of the internal pressure, but the feeling of being completely flattened by fate remained. She felt so utterly drained, like a punctured tire.

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