The principal’s words echoed in his ears. "The institution will be closing." Brian stared blankly, a bitter taste rising in his throat. He had wanted this for so long. He had sacrificed so much. Now what? He slammed his fist against the desk, a muffled thud in the otherwise quiet office.

His carefully constructed plans, the dreams he had so meticulously nurtured, were suddenly threatened. He took a deep breath, fighting the urge to shatter something. What was he supposed to do? Start again? He pushed back from the desk, a cold dread creeping into his bones.

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