David tossed the rejection letter onto the overflowing pile of other rejection letters on his desk. The flimsy paper seemed to wilt under the weight of his despair. He ran a hand through his hair, leaving it a tangled mess. The publisher, the one that published all his literary heroes, had turned him down. Again.

He stood up, his legs feeling heavy, and walked towards the window. The city outside, usually vibrant and full of energy, felt distant, muffled, almost unreal. The words of the letter were etched in his mind, *not a good fit…* He slammed his fist against the window frame.

The pain, a sharp, immediate shock, was almost a relief. He turned and surveyed the apartment, the countless books, the overflowing notebooks. All the evidence of his relentless pursuit, his unwavering belief in his own stories. Now what?

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