The car door slammed with a resounding thud. Emily stared, her mouth agape. Her childhood oak tree, the one that had sheltered her from the sun, the one where she had carved her initials, was gone. A knot of fury tightened in her stomach.

She marched over to the stump, running her hand roughly over the freshly cut wood. She clenched her jaw. Her mind raced, replaying scenes from her past. The laughter, the secrets, the countless hours spent in its branches. Now, just this.

She wanted to tear her hair out, to scream until her voice was raw. But she couldn't. She just stood there, a statue of disbelief and barely contained rage. She felt a burning need to confront whoever was responsible. But the reality of the situation washed over her like a tidal wave of frustration.

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